{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. _nb_ctaea:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# C-TAEA\n",
    "\n",
    "\n",
    "This algorithm is implemented based on <cite data-cite=\"ctaea\"></cite> and the authors' [implementation](https://cola-laboratory.github.io/docs/publications/). The algorithm is based on [Reference Directions](../misc/reference_directions.ipynb) which need to be provided when initializing the algorithm object.\n",
    "\n",
    "C-TAEA follows a two archive approach to balance convergence (Convergence Archive CA) and diversity (Diversity Archive DA)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pymoo.algorithms.ctaea import CTAEA\n",
    "from pymoo.factory import get_problem, get_reference_directions\n",
    "from pymoo.optimize import minimize\n",
    "\n",
    "problem = get_problem(\"c1dtlz1\", None, 3, k=5)\n",
    "ref_dirs = get_reference_directions(\"das-dennis\", 3, n_partitions=12)\n",
    "\n",
    "algorithm = CTAEA(\n",
    "    ref_dirs,\n",
    "    seed=1\n",
    ")\n",
    "\n",
    "res = minimize(problem, algorithm, termination=('n_gen', 400))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymoo.visualization.scatter.Scatter at 0x7fa2233053d0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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b9Vh/+fLlS8zPz8Nut2N8fBx2u72sY9RjLEjy8lXM/M+/Avln/1cYYweQWu2QlSpuIo2pqQBGR31obT2+Stes7bLlMBgM8Hg88Hg8uHTpEpLJZNZszunpaUxPT8NkMmVtIKTMPtVq9tBVaDan9s98rbWschIRnS4MmUREqM/6y4cPHyIUCqGrqwu3bt2q6Pj1CJkbG7uZ6qPJBNHxZnyHphqZTouYmQlieNgLh6P4TqunpV22HBaLBT09Pejp6YEsy9jf31cDp7KJEJCZzakEzppVpk9QvionW2uJiM4GhkwiOvNqvf5yZ2cH9+/fRywWw8WLF3Hx4sWKL6BrHTITiTS2tw+zvpYvJIqihNevQxga8sDtPlqRU5zWdtlSCYIAh8MBh8OB4eFhiKKYNZtzYWEBCwsL6vNhdXUVZrMZTqfz1IWscltrcwPnaft9EBGdZgyZRHSm1Xr95erqKp4+fQpBEDA2Nobu7u6qjqdcdNeq8rW+vpM3FOarSMqyjPn5bfT3S/D787f9noV22XIYjUb4/X74/X5cvXoV8XgcgUAAi4uLiEQiWFpawtLSEqxWa1ZrrdVqPelT112h1lptlRMAW2uJiJoQQyYRnUm1Xn8pyzImJycxOzuLtrY2jI+Pw+Fw6HJsg8FQk+AWj6cQDh/m/V5Ox2yW5eUIUikRPT2uPPc7e+2y5bDZbOjv74cgCIhEInj33XeRSCQQCASwtraG1dVVAIDL5VJDp9frPTMbCOX+ydmcRETNgSGTiM4cSZJweHiIhYUFOBwO9Pb26rr+MplM4uHDhwgGg+js7MTt27d1PX6tQub6+m7F993Y2EUqJaK/3511wc+QWR673Y6BgQFcuHABqVSq4GxOn8+nVjnb2tpOXchSqpzA23ZtbWttKpXC0tISPB4P3G43W2uJiBoMQyYRnSnK+ktRFDE/P6+OodDL7u4u7t+/j8PDQ1y4cAGXLl3S/YK3FiHz8DCJSCR/FRMAJOn4oBgKHSCdlnD+vFf9mWsViE+bfEHcbDajq6sLXV1dAICDgwM1cIZCIWxtbQHIjFNR5nL6/X5dP9BoBNq5nEprbSqVwuvXr3HhwgW43e6s1lptVZSttUREJ4Mhk4jODO36S5PJpPt6wfX1dTx+/BgAcPfuXfT09Oh2bC2j0ah7cCutiikAKB42o9EYXr8OYXjYC6PRwEqmjtra2jA0NIShoSFIkoRIJKKGzsXFRSwuLkIQBHU2p9/vh9vtPnUhS/vzmM1mWCyWrLWc2vWdyu3ZWktEVF8MmUR06hVaf2k0GnXZQEeWZUxNTWFmZgatra0YHx+H0+ms+riF6L3xz8FBAjs7sRIeFygl2+7txTE9HcDoqJ8b/5Sp1ABkMBjg9Xrh9Xpx+fJlJJNJBINBNXROTU1hamoKZrM5awOhlpaWGv8E9aE8p5TgmLuBUO4mQvlmcyqBk6GTiEh/DJlEdKoVm3+pR8hMpVJ49OgRtra24Pf7cefOHVgslqrPuxi9W1BLX4t5fCVTEYulMD0dQDotA2DIrDWLxYLe3l709vZClmXs7e2pgXNzcxPr6+sAAIfDoVY5fT6frqN66kkbMrW0obHYrrXaKidba4mI9MeQSUSn1nHzL41GI9LpdMXH39vbw/3793FwcICRkRFcuXKlLhepBoOhqvPW2tuLY3c3XuKty2t7TSTSWFk5gM/Ht5rj6NlSLAgCnE4nnE4nRkZGIIpi1gZCc3NzmJubU6uhSpXT4XA0TcjShsRiis3mZGstEVHt8J2fiE6lUuZfVlPJ3NjYwOPHjyHLMm7fvo1z585Vfc6lMhqNSCaTuhyrnB1lS9n8J5coylhd3cfeXhwOh63s+1P1jEajGiQBIBaLIRAIqO21wWAQL1++hM1mU1tr/X5/Q8/mLFTJPE6h2ZzaP/O11iqPw9BJRFQahkwiOlXKmX9ZSciUZRnT09OYnp5GS0sLxsfH4XIdnQ9ZS3q1y+7uxrG/nyjrPsXmZeaTqbpKeP06hKEhD9zu1jLPkvTW0tKCgYEBDAwMQJZlRKNRtcq5urqKlZUVAEB7e7saOD0eT0PN5qw0ZGrlq3Ie11qbOyqFiIjyY8gkolOj2PrLfEwmE2Kx4ze8UaRSKTx+/Bibm5vw+Xy4c+fOiVR79Nr4Z319p+z7lLtbrHJ7WZYxP7+N/n4Jfr+97Mc9K+odXJTdaN1uNy5evIhUKoVQKKSGzpmZGczMzMBkMh2ZzXmSlOegnsG3WGuttsqpvT1ba4mI8mPIJKJT4bj1l/mUsyZzf38f9+/fx/7+Ps6fP4+rV6+eWGVHj0pmNBrDwYE+LbfFZCqfb0Pp8nIEqZSInp76Vn+pNGazGd3d3eju7oYsy+pszmAwiGAwiM3NTQCZcSpKa63P56v7bE49KpnHqaa1loGTiM46hkwianqlrL/Mp9R22a2tLTx8+BCSJOHWrVvo6+ur+pyroUfIrKSKCZS/QY0gGI7cZ2NjF6mUiP7+0zfDsVKNOEtUEATY7XbY7XacP38ekiQhHA7nnc3p8XjUKqfL5ar532s9QqZWoSpn7p/cQIiIKIMhk4iaVjnrL/M5LmTKsozXr1/j1atXsNlsGBsbg9vt1uXcq2E0GtUL20ouXiORQ8RiqYoeu9wsVKi9NhQ6QDot4fx5Ly/Am4TBYIDP54PP58OVK1eQSCSyNhDa3t7Gq1evYLFYsjYQqsVsznqHzFxKlVNRqLVWW+XUruXkc56ITjuGTCJqSuWuv8xHaYOTJOnIxWo6ncaTJ0+wvr4Or9eLO3fuwGZrjN1RtdWUci9WZVkua0fZfMpZl1nsttFoDK9fhzA87IXRqPn9z88Df/AHwPo64HIBn/gEMDZW1Tk3i2YKH1arFX19fejr64Msy9jd3VWrnBsbG1hbWwMAOJ1ONXB6vV5dZnOWOsKkXgq11mqrnADYWktEZwZDJhE1nUrWX+ZjMpnU42lD5sHBAe7fv4+9vT0MDQ3hnXfeaaidNZVzyT3vUoTDh4jHK6tiKsrZYfa4QLq3F8f0dACjo36Y00ngJ38S+PKXsx/gl38Z+LZvA/7DfwB6eqo6d6oNQRDgcrngcrkwOjqKdDqdNZtzdnYWs7OzMBqNWbM57XZ7RSHrpCuZxbC1loiIIZOImkyl6y/zUYKpKIpqFTQQCODhw4cQRRHvvvsuBgYG9DlxHSk/b7nrMmVZxsZGdVXMcr3dXTYTTvOJxVKYfrWJyz//kzD++Z/lv9E3vgF85CPAt74FtLfX7oRPSCOuyayGyWRCZ2cnOjs7AQCHh4dZGwgFAgEAmXEq2tZai8VS0vEbOWTm0rbWKlXO3Epnvg2ElMDJ0ElEzYghk4iaQrXrL/PRhkxZljE3N6cOpX/vvffg8Xh0OXe9VRoyt7cPkEiUtptuMeXkIeXv57jWXuvX/wbGP/8zyAAK3mp6Gvit3wL+1b8q/QSoIbS2tmJwcBCDg4OQJClrNufy8jKWl5cBAG63W61ytre3FwyRtRhhUg/a0FistVZb5cytdBIRNQOGTCJqeHqsv8xHCZmJRAKvXr3C2toa3G43xsbGGmb9ZT7KeZcTMjNVzD0AQDotYnNzExaLBW63G2ZzeW8F5VTdDIa3IbNIfITvq38AFL3FG7/7u8DP/3zhsmiTOwshwmAwwOPxwOPx4NKlS0gmk1mzOaenpzE9PQ2TyaRWOTs6OtDa2qoeo5kqmcUUm82ZW/VUbs/WWiJqBgyZRNTQ9Fp/mY9ynMePH+Pg4AADAwO4du2absevFe2azFIFg/tIJtOIx+N48eIl9vf31e+5XC643W54PB44HI6S8lvpm/8oIVMCUDgQtMzNlHAsACsrwN4e4HSWdvsmcdraZcthsVjQ09ODnp4eyLKM/f19NXAqmwgBmdmcSuBU5tuetpCVbwMhttYSUTNiyCSihqXn+st8Dg8P1T9v3LiBwcFB3Y5dS0XbZR8/zlT7nj4FDAbg/fch/cRPYDPhQDS6g8nJSaRSKYyMDMNisSIcDiMSiagzD81m85vA6Ybb7YHVmn+NXKkh8227bPHbyaYy3o50qGJTYxIEAQ6HAw6HA8PDwxBFMWs258LCAhYWFtTbLy4uoqenB06n89QFrEpaa3NHpRARnRSGTCJqOLVYf5l7/Pn5eczMZKpnly9fbpqACRQImaII/PRPA//u32Xf+FvfgvC5z8H8j34KH9x4HyaTCTduXEf7m81zOjr8kOXMjrqRSAThcFhtXQQAu93+prXRDafTpba/AqWPMAGOr9Tt3RpHy3wJ1cy7d4EazF2kxmQ0GuH3++H3+3H16lXE43EEAgG8fv0a+/v7mJmZwczMDKxWa9YGQo3c7l6pYq212iqn9vZsrSWik8KQSUQNpVbrLxWiKOKDDz7AysoK7HY79vf3s9Z6NYO8IfMXfuFowFTIMi5/6bcR+BEZxv/un6OlJfsCXBAAu70Ndnsb+vrOIZ0WEY1G1dCpbMxiNBrhdrfD7c6sp8s9Tv5zFY6eax7BT/4oOv7Tlwtu/KN+/TOfOfYxmxmDQHE2mw39/f3Y2dnB/v4+vu3bvk39UGRtbQ2rq6sAMi3gSuj0er1Nv3Yzn0KzObV/5mutZZWTiOqBIZOIGkYt118CQCwWw8TEBKLRKPr6+tDf34+/+7u/U9d3NYsjG/9sbwOf+1zB2yuXk+/9l6/hxU//i2OPbzIZ4fN54fN5AQCxWPxNW20YkUgUodA2AKC1tQUejwdutwculwsmU76/q9Iqn/GRi1j7zM+h97d+peDPIH/ykxB+5EeOPf9mdJbXZFZCee4ra4kvXLiAVCpVcDanz+dT13O2tbWdupCVr8qZr7U2GAzCarXC4XCwyklENcWQSUQNodbrL7e3t/HgwQMkk0lcu3YNQ0ND2N3NzIwsZwOdRnBk458/+iPgze+uGGtgA46H/x/23vuvynq8lhYbent70NvbA1GUsLu7i3A4jGg0jNXVNayursFgMMDlcr0Jne43F/Klr8kEgM0f/2kk/V3o/uJvwLayqH491e5B8Id+DPv/w7/AMAQ09rZMVA+SJB0JR2azGV1dXejq6gKQaQFXAmcoFMLW1haAzDgVbWutnp0SjaJQa+3jx4/R0dGBGzduHKlyatdyMnQSUbUYMonoRNVj/eXi4iKeP38Os9mM999/Hz6fD0D2nMxmcqRddmWl5PtaNteqemyj0fCmZbYdgjCMWCyOaDSCcDiibiIEADabFW63582usqWPWwl/7JOIfuwH0fLBI5iDWxDtDuzfHINstQGxNKanAxgd9cNsZtQ8yyRJOvZDqLa2NgwNDWFoaAiSJCESiaihc2lpCUtLSxAEQZ3N6ff74Xa7T2XAUgKkKIqwWCwwm81HqpwA2FpLRLphyCSiE1OP9ZfPnj3D8vIyXC4XxsbGstZfnpqQ6XCUfF+ptU3Xc7HZrGr1SJaB3d1dRCJhhMMRdfQEALx69Qo+n6+kMSmyYMDBjTt5vxeLpdSgabXyLeysUiqZpTIYDPB6vfB6vbh8+TKSySSCwaAaOqempjA1NQWz2Zw1m7PlFG0ypbzOGY1GNUACyLuWM9+utaxyElE5+A5NRCeiHusvHzx4gEgkgnPnzuHGjRsw5YzJUP676UPm930f8PM/X3DTHIVksWJ3vLxW2WJy1xEKAuByOeFyOTE4OIhUKo25uVlsbm4hkUhkjUlR2mo9Hg8slrcfLBgMAiQp+7i5X0sk0piaCmB01IfW1vwjVpoVL+BLU0olsxiLxYLe3l709vZClmXs7e2pgXNzcxPr6+sAAIfDoVY5fT5fw8/QLUZZe577OqhsIAS8/Tedb9dattYSUTkYMomo7mq9/jIcDmNiYgKJRAJXr17F8PBw3gsh5cKqWTf+US76DoaGkLh9G55Hj/LeXgmf2x/7JERXu67nIgiF11uazSY4nS5sbm7h2rVrMBgEta02EAioa+SUMSler0fdkOQ46bSImZkghoe9cDiaf1wFN/4pjyzLur1mCIIAp9MJp9OJkZERiKKYtYHQ3Nwc5ubm1GqoUuXMVOSbJ2BpK5mFaOdyFpvNqRxPu/aTrbVEpMWQSUR1U+v1lwCwtLSEDz74ACaTCffu3UNHR0fB2yoXRc1cyQwGg3j48CEMP+OhXBYAACAASURBVPMz+Mgv/RLM8/NHbi8A2Hv3Llb/+S/ofi6CIBQNSNo5mXa7A3a7Hf39feqYlHA4rI5JWV1dgcFgQHu7W53NabPZCoZYUZTw+nUIQ0MeuN3NNYaGqlNtJbMYo9GoBkkg0xURCATU9tpgMIiXL1/CZrNlbSBktVprcj56KSVk5io2m1MJoNrgydZaIlIwZBJRXdR6/aUkSXj+/DkWFxfhdDoxNjaGtrbj1x8ajcamDZmhUAiTk5OwWCy487GPwfzxj0P8lV+F9PkvwLwdBAAkevsQ/OQ/QvBTPw7Jov9F8HEFOOUaMzeI5o5JOTyMqWs5I5EIQqEQgMxOoB6PGx6PFy6XC0ZjdrCQZRnz89vo6xPR0VH62lRqbrUMmblaWlowMDCAgYEByLKMaDSqVjlXV1ex8mbjrfb2djVwejyehpvNWahdthz5ZnPmBs98szmVwMnQSXR2MGQSUc3Vev1lPB7HgwcPEA6H0dPTg5s3b5Z8IdWMIVOxtbV1ZEOj1Z/8WYR+4Cdg3g5CMBqQ9PjfJD3hTWtrfdsyBUG50C7+uHZ7G1pbW9Db25s1JiUczoxJWVtbgyAY0N7eDo/HDbfbg9bWVjXErqxEkU5L6Olx1fYHqjFehJemniFTS9mN1u124+LFi0ilUgiFQmronJmZwczMDEwm05HZnCdNj5CppQ2NxVprtVVOttYSnR0MmURUU8lkEolEAkBt1l9GIhFMTEwgHo/jypUrGBkZKevixWQyNVXITCQSePRm7aXdbseHP/xh9aIxkUhje/sQMBqR6uiCwSAA6oY5MmQ5/8Y61TgutCp/F8c9pnbEiXZMyvDwecTjCUSjYWxvZ6qc4XAYwBxsNis8Hu+bi/52bGzsIpUS0d/ffGMouCazPOXuLlsrZrMZ3d3d6O7uhizL6mzOYDCIYDCIzc1NAJlxKkprrc/nO5HZnJW0y5aDrbVEpMWQSUQ1UY/1l8vLy/jggw9gNBrx3nvvobOzs+xjNFMlMxqNYmJiArFYDADg9/uzqhLr6ztZYSVfbpGkzIYppc6tLEWxdZnaNZmFHHc+NpsVPT096OrqhiRldgKNRMLY3g5jfX0d6+vrEAQBLpcTbrcH4XA3rl8faOqdQKk4SZJ0q8jpRRAE2O122O12nD9/HpIkqZtcBQIBdXdlQRDg8XjUKqfL5apLwKp1yMyVr7U2d1RKvtZaVjmJTofGeoUmolOhHusvX758ifn5eTgcDoyNjcFut1d0LKPR2BS7y66treHJkycQBAFjY2OYmJjICm6xWArh8GHWfQoFu0yroX4VzWI7zB4fMoWSAq9yf4NByBqTkkymEIlE1PWc0egCFhYW8OjRE1y/3o+enu6m2JSFynNS7bLlMBgM8Pl88Pl8uHLlChKJRNYGQtvb23j16hUsFkvWBkK1ms2pd7tsOfJVOY9rrc0dlUJEzYUhk4h0Vev1l4lEAg8fPkQoFEJ3dzdu3rxZVYA1Go1qO28jkmUZr169wuvXr9HW1oaxsTE4HJkNbrThbH19J+/9C1UZa1HRLPT4QOGQaTAApZxCoYxqsZjR2dmBzs4OyDJwcLCP7e0wIpEwJiZm0d29CpPJoG7K0tHRAbfb3bABhRfTpdFzhEm9WK1W9PX1oa+vD7IsY3d3V61ybmxsYG1tDQDgdDrVwOn1enV7/ax3JbOYYq212iqngrM5iZoPQyYR6UKWZaRSqZquv9S2i166dAkXLlyo+mKjkdtlU6kUHj9+jM3NTfj9fty5cwcWiwVA5ryVgHh4mEQ0Gst7jGKtrHpVNIvdv1jIFITj12qWQxCgtisODPQjnU7j8HAPdnsa0eh21qYsfr8fnZ2d6OjoqFnlqBxck1meZqhkFpNp73bB5XJhdHQU6XQ6azbn7OwsZmdnYTQas2Zz2u32il/zTrKSeZzjWmu1szkBttYSNYPGe6UhoqZTj/WXq6urePr0KQRBwPj4OLq6unQ5bqOGzP39fUxMTGBvbw/Dw8O4cuVK1kW1tgq5vr5b5EjHbbgj69Q6K+R9LIOhWMgsPmMz37HKOU+TyQSn0w2TyYj3378KWU5ha2srq3oEAA6HQ72I17NyRLXTKBv/6MVkMqGzs1NdV354eJi1gVAgEACQGaeiba1VPnQqRSNVMospVOUsFDy5gRBRY2LIJKKq1GP95eTkJObm5mC327PaRfWg7C6rtPc2gkAggIcPH0IURdy8eRP9/f1HbmMwGCCKIg4OEtjZyV/FBEprRZUkuei6ylIUbntVQmb2NwVB311ui0mnRbx+HcL5814MDw9jeHgYoihmVY7m5uYwNzcHo9EIn8+nVjrb2trq+rxolOdgo2v2SuZxWltbMTg4iMHBQUiSlDWbc3l5GcvLywAAt9utfkDS3t5e9HfSyJXMYpQqp6JQa622ysnWWqKT11yvNETUUERRRCQSweLiIjo7O9HT06Prp+TJZBIPHz5EMBhEZ2cnbt++rfvW/9r2rJO+GJFlGfPz83jx4gWsVivee+89eDyevLdVKplra8WqmAAgl1QxlGUl4MgVhs38lcy37bK5Xy8/1FYTgkVRwuxsCENDHrjdrTAajerFOfC2cqRUj7a2tvDixQu0traqtzup0RN01GkPmVoGgwEejwcejweXLl1CMpnMms05PT2N6elptQ1ceb4qs3MV2hDWzAq11mqrnEDm5+VsTqKTw5BJRGXTrr9MpVJYW1tDe3u7rgFzZ2cHExMTODw8xIULF3Dp0qWaXCAo5yyK4olefImiiA8++AArKytob2/H2NhY0bWCBoMB+/sJWK3xY49daqBTgmi5baxv7l3gsY+2y1Zaxax23WImxG+jr09ER0d2NTy3chSJRPKOntCuj3M6nbo9J7kmszzNuPGPXiwWC3p6etDT0wNZlrG/v68+V7Vt4G1tbVkfkKTTaZhMplMVtEppreVsTqKTwZBJRGXJXX+pBCE91zUq4zoA4O7du+jp6dHt2LmUkJlOp0+sShWPxzExMYFIJIJz587h3XffPTawG41GbG4ewuvV/3yUqm45wadQaFTWZGp3sa2mNbeyAJxtZSWKdFpCT48r7/cNBgO8Xi+8Xi8uX76sjp5QqpyhUAiTk5OwWq3qRXxHR0dZ6+OockpwOKshU0sQBDgcDjgcDrUNXDubc2EhM9JHEASYTCbIsoydnR1dPyBpJNrWWuV5klvpzDebUwmcp/F3QnRSGDKJqGT51l8q9Jg1mW9ch9PprPq4xWgrmSchEolgYmIC8XgcV69exfDwcEkXOrGYiIODVEmPUUkmy1zEl1dxzB8elZ/lbZW0mrWYeoRMANjY2EUqJaK/3330972zA+zvAz4fYLUeGT2xs7OjXsSvrq5iZWUFANDe3q7uWHvc+rhiPx8Vp3xgwZB5lNFohN/vh9/vx9WrVxGPx9UPR9bW1iDLMv72b/8WVqs1awMh7Wv5aaENjcVaa7VVTrbWEumHIZOISqKdf2kwGGCz2bLGaFQbMpPJJB49eoRAIICOjg7cvn27LpWhkwyZKysrePr0KQwGA+7du6euDyzF9nay5BmXlYaycneezRcAc9dkVrvB0HG75ZYjFDpAOi1haMiTCSxf/Srw678OfOMbmRu0tAA//MPAz/0ccOECgMzP097ejvb2dly4cAGpVErd/VO7Ps5sNmetj2uEMSmnBUNm6Ww2G/r7+9Hf34+9vT2k02n09/cjEAhgbW0Nq6urAACXy6U+X71e76n83RabzZlb9VRuz9ZaosoxZBJRUfnmX7a0tKhvuAaDAUajsaqQubu7i4mJCRwcHGB0dBSXL1+u2xu6stNiPUOmLMuYnJzE7Ows7HY7xsfHYbfbS75/NBpDMimVHDKrkQmahoofS7mgy4ycqH4upt4/cjQaw+uZIEa/8FkYfu2z2d+MxYAvfhH4oz8C/uIvgA9/+Mj9zWZzwfVxm5ubWF9fBwA4nU41cHo8noYfI9HItCGASieKIqxWKy5cuKB+QFJoNqfP51Ofr/XeYble8m0gVEprrfKadhp/J0R6YsgkooJy119aLBZYLJYjb64mk0m9Tbk2Njbw6NEjAMCdO3fQ29tb3UmXSbsmsx5SqRQePnyIQCBQ8Y656+s7MBgMNZ0xqZXZyfP4++efhfn2e/q0uuq/QY7pT74Kw699FjLeNvdm2dsDvv/7gYUFoMj4nNz1cel0uqSLeLvdzo1/ysBKZmVEUcz6cMNsNqOrq0udOXxwcKA+V0OhELa2tgBkNsXSttaexh2Wj2utffbsGSRJwo0bN9Tb545KIaJsDJlElFc58y9NJlPZIU2WZbW1sLW1FWNjY3C58m/EUkv1bJfd29vD/fv3cXBwgJGREVy5cqXsi5Nw+BCxWOpN6Kt9JVNRSuts/pz09ufTay5mNYE5n86vfBFAgYCp2N4Gfv/3gZ/6qZKPazKZ0NnZic7OTgD5x6QAmV1AlX9b9fqwo5kpgZwhszyiKBadkdnW1oahoSEMDQ0d2WF5aWkJS0tLEARBnc3p9/vhdudZ03wK5LbW7u7uwmg0ql0dSpVTe3u21hJlY8gkoiMKrb8spNyQmUql8PjxY2xubsLn8+Hu3bsntjNnvULm1tYWHj58CEmScPv2bZw7d67sY8iyjI2NzFxMg8FYVsjUo1AmScdXI3O//zYINGalzhQOwf7sUeEqptbXvlZWyMyVOyZFuwtoNBoFAPzN3/yNOials7MTDoeDF6w5WMmsTDqdLrlNO3eH5WQymbX2eGpqClNTU2dm7XEqlVI/aNVWObV/Fmqt5b9fOqsYMolIddz6y0LMZjNisVhJj7G3t4eJiQns7+9jeHgYV65cOdGLxVqHTFmWMTs7i8nJSdhsNoyPj6O9vb2iY4XDh4jHM23J5VYy9WrHfNv2CuQGR1M4BN9f/DGsC3OQTSbs3n0foQ99FIIAiKJ+VVc9O0sNh/sASgiYALC7q9/jGgzw+Xzw+Xy4cuUKXrx4gbm5OXR1dWF7e1sdk2Kz2dQLeL/fzzEpYMishBKGilUyi7FYLOjt7UVvby9kWcbe3l7etccOhyNrA6FKH6/RpFIp9d9evg2Ejtu1llVOOotOx79+Iqpaqesv8ym1krm5uYlHjx5BkiTcunULfX19VZ93tWq58Y8oinj69ClWV1fh8Xhw9+7dikcFaKuYACAIhjcXN2/XPR5Hr/EfmaAJAG+OJ8vo+uJvoPuLvwGDZm2u/49/H33+Liz+g38Cubf8ym2xx9dL2u2DZDJDSKeOD5o1fL4qH3Zcv34dVqsV0WhUvYhfWVnB8vIyAKitih0dHae2VfE4DJnlU16f9dhwShAEOJ1OOJ1OjIyMQBTFrLXH8/PzmJ+fV6uhyvO1WavykiRBFMWCy0WK7VpbqMqpXcvZjL8TolIwZBJRWesv8zlu4x9ZljEzM4OpqSm0tLRgbGys4mqe3mpVyYzFYpiYmEA0GkV/fz+uX79e1QVeKHSAROJtkNfu2mo0lnaxrVfIBLQjSQR0ff7X0fO7/0fe21mCm/jE538Vf3OuDxgZ1uWxlcfV42eR2uyIfuS74fkv//n4G3/601U/XimUdW9utxsXL17MGpOytbWVNSZFuYDv6Og4lbMO8+HusuVTXt9qsaux0WhUn4NA5rVPWXes/Pny5UvYbLasDYSsVqvu51ILyntbqe+J+Xatza1yAmBrLZ16DJlEZ1w6nUY8Hi95/WU+JpNJfRPNrS6kUik8efIEGxsb8Hq9uHv3bkNdXNRid9lwOIyJiQkkk0lcu3YNQ0NDVV08SJKUVcUEoPnUXAJQakVH73WRMoyhILq++JtFb2VOJXHtDz+P9b//Pbo9cvXzNt/a/PQ/Q/vf/r8wJBOFbzQ+Dnznd+rzgEXke57kjknRtipubGxgbW0NQPaYlNM66xBgJbMSyutbPdpXW1paMDAwgIGBAciynFWVX11dxcrKCgCgvb1dDZwej6dh/z7LDZlahaqcuX+ytZZOI4ZMojOq0vWX+SgXLul0OmvN2P7+PiYmJrC3t4ehoSG88847DXchoXclc2lpCc+ePYPRaMS9e/fg9/urPmYodIBUKvv8lN+jKEoo9bqxFpvRev/8j2FIFx9fIwPofv4IodUlJM8N6H8SVYpduIK5z34e5/+nn4Lx8ODI9w+uvovwb38J5wyG0tZu1lBuq6J2TMrW1lbWmBTthixtbW0nfOb6YcgsXy0rmcXkq8qHQiE1dM7MzGBmZgYmk+nIbM5GUU3IzKVUOYG3bf9sraXTiiGT6AyqZv1lPvlCZiAQwMOHDyGKIm7evIn+/n59Tl5neoVMSZLw8uVLzM/Pw+FwYHx8XJcLJUmSsLm5d+Tryt9VppJZKv13eLUtzB57G+VZZVua1y1k6jnCBAB23/+v8fw//x18f/If4frGX8N4eIhkVw9CH/8h7Hz4o4BsQnJ+G0NDtam4VNr6qx2Tcu3ataxZh8FgEJubmwAy4ymUHWubfUMWjjApXz0rmcWYzWZ0d3eju7sbsiyrz9dgMHjk+ap8SOLz+U50NqeeIVNLO5ezlNZabVWUrbXUDJr3XYaIKlLt+st8tCEzdzfVe/fuwe12V33etaK8YVcTMpPJJB4+fIhgMIiuri7cunVLtwuSQGD/SBUT0K7JLC+c6D1jUi7jolVu8CHuYrsHwR//Z9j6sfxjSqLRGF6/DmFkxFfyOth6y511GA6HsbW1hWAwiIWFBSwsLDT9hiysZJbvpCqZxQiCALvdDrvdjvPnzx8Z67O4uIjFxUUIggCPx6O21ra3t9f1+VqrkJmr2AZCSgDVBk+21lKjY8gkOkP0WH+Zj/Lmm0gkMDMzg7W1tap3U60no9FYccjc3d3FxMQEDg4OcOHCBVy6dEm3N3tRlLC1tZ/3ewZD5jHKGWNSC3t33of///nKsbdLWW04uHJd18fWc12m4rhf5/5+AtPTAYyO+mE263/BrueFonZMCgDE43H1Aj53Qxalyun3+0+0alQKbvxTvkapZBaTO9YnkUhkbSC0vb2NV69ewWKxZG0gVOvZnMlkEgDqPj4o3wZCucEz32xOJXDy3wedtMZ9tSEi3ei5/jIf5cLl6dOnODw8xODgIK5du9Y0lYZKQ+bGxgYePXoEALhz5w56e3srO4F0GvizPwO+8AVgdhZoaQG+67uw/QM/jLQx/y68BkMm4JQbMvUOZdGPfBeSvg5YQoGit5t//6OQ7E5dH1vP3XKBzEVaKb/PWCyFqakALlzww2rV521Uz5+jEJvNhv7+fvT392dtyLK1tYXl5WUsLy+ra+iUKme9q0alYCWzfI1YyTyO1WpFX18f+vr6IMsydnd3i2545ff74fV6df8Z61XJLEYbGou11uZWObV/EtUbQybRKaf3+st8Dg4ym6XEYjHcuHEDg4ODuh27HsoNmbkjWcbHx+FyuSp78GgU+PjHgW98I/vrT5/C99lfw8H/8ssIf+yTR+5WaSVT7zAjmy1Y+De/idH//kdhSCYgA0c2xwn29OPRJ38MF3V95FpUMUv/XSaTaUxNBTA66kNra30rHHrI3ZAlmUyqFaNAIICpqSlMTU3BYrGoF/CNMiaFIbN8zVDJLEYQBLhcLrhcLoyOjmZteBUIBLI2vFJawf1+vy6t4I0QMnOV0lqrfU9jay2dhOZ8tSGiktRi/aWWLMuYn5/H5OQkAGBkZKTpAiaQCZmljjBJp9N48uQJ1tfXqx/JIsvAD/3Q0YD5hiGdwuC//h+R8ndib/zbsr4nCG8vLsqld5vp/p17mP78f0Lvb/3vcE78nfp1saUV4e/5BL569yOwttr1e8AaKLWKqZVOi5ieDmB42Aen8+TDVzUsFgt6e3vR29ubNSZla2sL6+vrWF1dBQC4XC61ynlSYycYMsvXjJXMYrQbXgHA4eFh1gZCgUCms6KlpSWrtbaSltdGDJm5Cs3m1P6Zr7WWVU6qJYZMolOqVusvFaIo4unTp1hdXYXT6cTu7m5Dzb8sR6kh8/DwEBMTE9jZ2dGnJfib3wT+6q+K3kSQZXR/8TePhMy3G/+UvyZT7zZTADi8egOvf/sPYVldhG1xHrLZjIOrNyDZnUh985uw1mBnW/1+BqHita2SJGN2NoTBQQ88ntbqz6QBLvjyjUnRjp14/fo1Xr9+rY6d6OzsREdHB1pbq//5S8HdZcunhItmrWQep7W1FYODgxgcHIQkSVmzOZVWcABHWsFLeQ6lUimYTKaG+LdZinxVTrbW0kk4na82RGdYrddfAtlhq7+/HxcuXMBf//Vfl1wNbDRGo1H9fRWyvb2NiYkJpFIpXL9+HUNDQ9U/8Je+dOxNZACOx9+CZWMVye5z6tffXkCc7MY/WgaDgOS5QSTPDWZ9XRAyVcJahFs9dss1GKqbISrLMhYWtpFOi+jocFR1Lo3IZDKhq6sLXV1dADLzb/ONSbHb7eoFvM/nq1nVjJXM8imvzaelklmMwWCAx+OBx+PBpUuXkEwmsz4kmZ6exvT0NEwmU9Ys2UIfkqRSqYauYh6nWGuttsqp4GxO0gtDJtEpUo/1l6FQCA8ePEAqlcK1a9cwNDSkXsAoj9tsTCZT0TWZi4uLePbsGcxmM95//311t86qra8fexPlb84c3MobMkWx/HRUqz1mCgU1JVxmquo6j1Cp8lCCoN/MzZWVKFIpCb29Fa7PbRLasROiKGaNnZifn8f8/Lw6JkWpctrtdt1ehxgyy9fsazKrYbFY0NPTg56eHsiynPUhibKJEPB2lqzyIYnyu0omk00dMnMd11qrnc0JsLWWKnf2Xm2ITql6rL9cWFjAixcvjoQt7ZzMZlSoXVaSJDx//hyLi4twOp0YHx/XtyWwjM2CREf2zqzKm30llcxa7GRarEqZ+V7m/0uSvkGz2vWleldXNzd3kU6L6O93l3VBVo/dZWvBaDTC7/fD7/fj6tWriMViWVXOYDAIILM2TrmAr3ZMCkeYlE8Uxaxq1lklCAIcDgccDgeGh4ePfEiizJIVBEHdQCiRSKCtre2kT70mClU5CwVPbiBE5WDIJDoF6rH+8tmzZ1heXobL5cL4+HjWbDLlk9FmDpmiKEKWZfVNM5FI4MGDB9je3kZPTw9u3rypfxXgB34A+P3fP/Zm8YFhxAdHsr72dk1mZeFE73BV7FgGQ/ZjZYJm+Rvt5FPNIQRB36qqIhQ6QDotYWjoZDbGOUktLS0YGBjAwMAAZFlGJBJRL+CXlpawtLQEQRDg8Xjg9/vR2dkJl8tV1sUqK5nlE0XxTFYxj5P7IYkyS1bZPCgUCgHIVDMfPXqkfkjSCLss14LyXq4o1FqrrXKytZYK4SsOUROrx/rLWCyGiYkJRKNRnDt3Du+++27eAGsymZo6ZAKZi1ej0YidnR3cv38fsVgMly5dwoULF2rz5vnxjwMjI5nZmHko40C2/tt/minZaVSz8Q+QOdzOzh4MBgPa2tpyD1+W4wPj0Y11JEnSqaIpVxyY9d5lVysajeH16xBGRnwwGksPQ6fpIk0Jk9q1ccFgEFtbWwgEAtje3s4ak6L877gNxLjxT/nS6fSZWI9ZrXyzZL/+9a/DbDZjbW0ta5dlZT2n1+s9tc/FQq212ion8LZSnlvppLONIZOoSdVj/eX29jYePHiAZDKJd955B+fPny94/NMQMkVRxNbWFh4/fgwAGBsbQ3d3d+0e2GQC/uRPgI9+FHizeQrwNlwKAIL/4EcR+oEfPnJXbXtTuSRJxtzcHFZWMhdMNpsVbncmDLjd7WVWPI7fmTUTAo/eRr/W2UoCZm2qmFr7+wlMTwcwOuqH2Vz8Ar9Z22XLkTsmZXd3V61y5l7AK2s53W73kQt4VjLLJ4oiQ2aZBEGA3Z4ZvXTu3DlcvHix4GxOn8+nfkiS+dDu9AWsUlprtcGTrbXEkEnUhGq9/hLI3uzm3r178Pv9RW9vNpubeuMfAJiensb8/DxaW1sxPj4Op9N5zD11cOUK8OgRov/6f4P9P/4BTDsRCAD2bo4h8KkfR/Sj3wOD0XAkEBkMmTfsYhsW5ZNKpTE5OYlIJAKfzwu73YFwOIyNjQ1sbGy8GXruhMfjhcfjRlubvWiVs5SdWQ0GA9Lp/DeSpMorkYpK7l/LKqZWLJbC1FQAo6M+2GynZ/OQamWeZy64XC6Mjo4ilUpl7QA6MzODmZmZvDuAMmSWL51Os122AtoZmWazOWuX5YODA/X5GgqFsLW1BSAzTkU7m/M0bRqkpW2tVQJmbqVTFEUkk0kYDAYYjcaswMnQefrxFYeoydR6/aUkSXj27BmWlpbK2uzGZDLh8PBQt/M4CfPz8/D5fLh7925FQ7srFXP7MfcTPwf805+FcW8XktUGWbPmJ1/FTxDKr2QeHsbw/PlzxGIxDAwMYHBwAIIgYHBwAKlUGuFwGOFwGJFIBNHoPObnAavVCrfbDa/Xe6TKWerOrJnbFU6iylrYzI9SfvIrNyzWo4qplUymMT0dxOioD62t9XteNROz2Yzu7m50d3dDluWsC3jtDqDaXWqV9nY6niiKdX1NOy20ITNXW1sbhoaGMDQ0BEmSCq4/VmZz+v1+uN3lbQjWLLShMbe19tWrV1haWsJ3fMd3qO8fbK09GxgyiZpEPdZfxuNxPHjwAOFwGL29vXj33XdL/vS7WdtlDw4OsLi4CADo7e3FrVu36l4hWV/fyfwfgwGiqz3vbXI3yyl3TWY4HMHk5CQkScLly5fR2dmRFVzNZhM6OzvQ2dkBWc7MQtze3kYkEsHm5iY2NzfVKqfSWutwtOHtkJVijq80ZoJmabfNd99y1KuKqZVOi5ieDmB42Aens/CmIbzYetumqB2Tom1T3NvbAwD85V/+pboDqN5jUk6bdDqt787YZ0SxkKmljOzxer24fPmyuv5Yec5OTU1hamoKZrM5qzKv3UDvNNGGSGU9sM1my2qrZWvt6ceQSdQE6rH+MhwO48GDOXFsDwAAIABJREFUB4jH47hy5QpGRkbKOn4zhsxgMIgHDx6o5z00NFT3gHl4mEQ0GivpttrNckodYSLLwNraKubm5mE2m3H9+nU4nY6i9xEEwOGww+Gwq1XOSCSCcHgb4XAE0egCFhcXYDab32zs4oXb7YbZnP8tJfM7PT7VKcGvsvbX0u6j51zMckmSjNnZEAYHPfB4si/4z8KazEoZjUb1ohwAvvWtbyEYDKKzs1O9iAcybYraOYentU2xElyTWZlkMgkAZVeBc9cf7+3tqc/Vzc1NrL+ZkexwOLI2EDqNLc2JRAJWq7XobM58u9Yq/wP44VuzOn3PZqJTph7rL5eWlvDs2TMYjUbcu3dPvZgrh8lkUtdiNPpaKe3MT4vFgosXL2Jqaqrs9Y16WF/fLev2SuussmNpscAkSTJev36NjY0NOBwOXL16FTbb2507S801ZrMJHR1+dHT4IcvAwcE+wuFM6NzaCmBzM7MWyeVyqa21mapS5v7ltafKkGWUvSFQ6dVJAZW05Ool89zbRjotoqOjeNin/ARBgMlkwt27dyFJEqLRqLpj7eLiIhYXF9WdbZXQWe6YlNOGazIrU2olsxhBEOB0OuF0OjEyMnKkMj8/P4/5+Xm1Gqo8Zx0Ox6l4ziohU5FvA6F8u9bmVjm1f1Jz4CsOUQOrx/rLFy9eYGFhAQ6HA+Pj4xUPnVbehNPpdEOv/ck383N3d1f9Xj3t7yews1NaFVNLCZqZ8Jb/nJPJFCYnXyIa3UFHRwcuXrx4ZJRGpWM/HA4H7HY7+vv7kE6nEYlE1dZa5SLfYrHA7XbD4/GoFxHl/4z6zNJ8e+76zgatxspKFKmUhN5e10mfStNRXg+BTMVDGZNy+fJlJBKJrDbF7e1tvHr1ClarVb149/v9x45JOU2UC3dWMsunR8jMlVuZj8ViWbM5g8EgXr58eWqes8lksuh1RaFda3M3ENLenq21zYEhk6gB1WP9ZSKRwIMHD7C9vY3u7m7cunWrqk+6lfumUqmGDZnaNafamZ8HBwcA6h8yy61iamWqfYa87bL7+wd48eIF4vE4BgcHMTAwUHCH2Gp3Zs3s/umD3+/LqXKGEQgE1B0XBUHA4uIiPB7vm0/oj3+ccmZpNkh2LMvm5i7SaRH9/W71a0I8Dnzta8DUFGA2Ax/5CPChDx2Zk3qWFeuWsFqtOHfuHM6dOwdZlrGzs6MGztXVVaysrAAA2tvb0dHRgc7OTrS3tzd890U1lNc1VjLLV4uQmaulpQUDAwMYGBhQZ3MWe876/X54PJ6meM4qS33KuSYoNJuzlNZaBs7GwlccogZTj/WX0WgUExMTiMViuHz5MkZHR6s+vnIB06jrMqPRKO7fv593zal2Tma97O3FsbcXr+oYgiBAFLNHgIRCmcoNAFy9ehV+v++YY5QX0Iq1vgoC1A1btFXOubk5xONxLC4uYXFxSV3LqVQ6LZbCF3Cljjg57vv6zOPUXyh0gHRagihK6P+rv4Lwj/8xEA6/vcEv/iJw4wbw5S8D166d3Ik2EEmSSnq9EgQB7e3taG9vx4ULF7LGpGxtbaljUk77ZizKazIrmeWrR8jUUnajdbvduHjxYtHRPrmzORuRsqa10ipspa21rHI2BoZMogZSj/WXKysrePr0KQwGA8bHx9WZX9Vq5JC5urqKJ0+eFPyZlYuvep57NVVMRaaSKas7sy4trWB+fh42mxXvvPOOOkj8pChVzlAohEQigdu3byMSiajrkZQqp8PhUFsenU7nkaJdpj3y+JBYLDA3cqUzGo3B9O9/Dzf+/W/lv8EHHwB/7+8B3/wmcPFifU+uAVW67jt3TMr+/n7BzViUi3ev19v04Ux5XWMls3ypVEqd8XgSCo32CQaDCAaD2NzcBJAZp6J8UNJIm14p3Vh6tfqW2lqrrd43+7/fZsZXHKIGUY/1l5OTk5ibm4PdbsfY2BgcDv02HmnEkCnLMl69eoXXr1+jra0N4+PjeX/melcyd3Zi2N9PVH0cg8Hw5g1VwszMNILBAFwuF65evVq0OqhVXhWz8nWcAGC3t8Fub0Nf3zmk02lEo1F1AyFlrpzJZHoTON1wuz2wWjNtVvlmhR59nPwVz0atYiqMezu4+n//TvEbRSLAv/yXmVbaM06PzcUEQYDD4YDD4cDw8HDWZixbW1uYm5vD3NwcjEbjkYpRs1VHlNc1XmyXL5VKNUxgyx3tI0mSuiyh0KZXfr8f7e3tJ/ac1Ttk5irUWqsETjpZDJlEJ6xe6y8fPnyIUCiErq4u3Lp1S/c3Tu3GP40glUrh0aNH2NraQkdHB+7cuVPwZ653yNSjigm8DZkffPABdnd30dXVhYsXL5T13CnnjbjSjXMEQam4vg2cSruXz+eDLI/i8PAQkUgY29thtT0MyLTfer2ZESlOpxNGo1AkGOffObbRLzY8f/5VmJIlfOjwp38KrK0Bvb21P6kGJkmS7lU57WYs77zzDg4PD9WL92AwqFbdm3FMCtdkVi6ZTDbs37HBYFBfQ69cuVJw0yuLxaJWOf1+f13bwWsdMrW0Vc5UKvWmw6e5PhA6bfiKQ3SClPWXa2trmJubw61bt+D1enV9YdzZ2cHExAQODw9x8eJFXLx4sSYvvNqNf07a/v4+7t+/j/39fYyMjODKlStFf2bl3OsRMqPRGA4Pk7ocS2n5k2UZw8PDOHfuHASh/DBYyu3LG0Ny9L7K+eb7exAEoK2tFW1trTh37hzSaRHRaFRtrdVWOTMjUjxv1nJmbyaRbydavXeorYXWmcnSbihJwPPnDJl1GJPU2tqKwcFBDA4OQpIkRCIRtcqprRhpR05kWr0b76KWazIr18gb2eXK3fRqd3dXDZwbGxtYW1sDADidTjVw1rodvJ4hU6vRP1g8KxgyiU6Idv2lJEmIxWK6f/K2traGJ0+eAADGxsbQ3d2t27FzNUq7bCAQwMOHDyGKIm7duoW+vr5j71PPSub6+o4uxwkGQ4jFMuNPrl27Bq/Xo36v1DWMinI3/ymXNmRmqo3FmUxG+Hxe+HxejIyMIBaLIRzeRjicCZ3BYPBNMG2Dx+OFx+NG98oCOr76B2h5PQkYjNh/9y6CP/gjSA6er90PVqHMBwEGqFXXcgJTE+woWWvaESb1oMwv9Hq96pgU5eI9EAggFAphcnJSHTnR2dkJv9/fMOGElczKpVKpht1UpxhBEOByueByuTA6Oop0Op01m3N2dhazs7MwGo3qByV+v1/32ZwnFTIVjfihz1nCVxyiE5C7/lLZoEWvKqAsy5icnMTs7Cza2towNjYGp9Opy7ELOemQKcsy5ubm8PLlS9hsNty7dw9ut/v4O+LtjnS1Pvdw+BCxWHV/x7IMLC0tYXFxEQaDARaLOStgKkpZw1iqao/zNmRKAMoLB4IAtLa2oLX1nFrl3NnZQTgcRjgcxuriAi599hdwZeLrWfdrm/wAHX/4Rax95uew9enPVHzulci0bWX+v/LBkdIunPma8rvI2L9+G76v/eHxB7ZYgFu3anDGzaUelcxirFYr+vr60NfXp45J2draQjAYzBo54Xa71Sqn2+0+sQteVjIr10hrMqthMpnQ2dmJzs5OAFDbwZUNhJTlCS0tLVmttdV+UKLsLlvPD1wqmctMtcGQSVRHhdZfKv+tR8hMJpN49OgRAoHAsWsR9XSSIVNZl7iysgK3242xsTHYbLayjmE0GmtayZRlGRsb1a3FTKdFTE9PIxgMor29HYCMeLzwGJTM+I/jq5TVjgc5ztuQWdVhAGSqnF6vRw3WXb/6i+id+Dry1khlGef+z19Gqt2L8Pf/N9U/+BuZHyc7SAJvW461gfLt9wsL//3vQ/ev/WtYD/aKP/CnPgX4io+kOQtKHWFSD9oxKcrICe26uOnpaUxPT5/omBRWMiujdBmdhpCZK7cdXDubc3l5GcvLywCyPyipZJ6sMiPzJP69coTJyeMrDlGdFJt/qbyJVRsyd3d3MTExgYODA4yOjuLy5ct1e5E9qZAZi8UwMTGBaDSKvr4+3Lhxo6JP7GsdMsPhQ8Tjlf/9xuMJvHjxAvv/P3vvHSbJX9f7vqtzms49PTnPzuzu7P42zuz+fhIOivoDRUVARUAfn4teEeSgclEM5xo4yD0Hz0PQBxXDBS8YQFAMBBEEz+/HhN3fhpndyTl07p7Q06m66v5R862p7ulU3dVpt17Ps8/uzlRXfbu6uur7/r4/4egIHR0dGBoawtzcXFGHkSu2wxXEKdzeI3fRHCnc0MxwWelQhQJo//xf5RaYgp85/vD/wbcHzsPmbIXdbitpAULoRhI4B5Kcx+zzWf57Y3V6TL79l/FdH/ltKLLOEXlvdFc3VB/6UNnHeJKot5NZCLVajY6ODnR0dGS0SfF6vRltUkheXGtrK+x2e1VdRtnJLI9a98isFwqFgm8hNTo6imQymdGbkyyUcC2pThdKDAZD0X0nEgk5H/MpRhaZMjI1gORckgIk2f0vSSgJCS0ph93dXdy9excAcPPmTXR0dFQwYvFQFAWVSlXTwj+hUAhTU1NIJBIYGxvDwMBA2aK6miKTZdmKKsru7x9gbm4OqVQKw8PD6OzkPluuGE/xojbkoVuowI9CwdWVyffaSlAoqiMybV/9Ryjo4tebORyAcfpFLA6eB8AVGbLb7XA4HLBYLCeTb/ZEROLk3/lFeTXYuvEcvvh//Aqe//oXoV9dOv2FQoHIy74Hm+/7PViSWvTIFRNrnpNZLtltUgrlxZE2KW63W/IcQLmFSXmQ5/GTLjKz0Wg0ORdKiEO/t7cHgMuJF1ZazuWUJxKJksRoNXja75ONgCwyZWSqTCn9LytxMlmWxfz8PBYXF2EwGDAxMVH1/Mt8qFSqmjmZm5ubuH//PpRKJW7fvo3W1taK9qdSqaomMgOBKJLJ8s6Lx+PF4uIiFAoFLl++DJvNyv+O9AYrFWF+oBAqHoPWswtGqUSivQs4mSyU27LkLMKcTOnQePdK3vaayw7rlWcQCAQRCoWwtbWNra1tKJVK2GxW2GxcCK7YMGspWR+9jEc/+04YH9yBbm0Z0GhweHUcyfYuANx1RNMM+vvtTSGyqkUjO5mFyJcX5/V6EQgE4PV68fDhw5Im72Ig92Q5XFYc5Lw9bSJTSK5+ssLenGtra1hbW8tbaTmRSJRcG0EqZCezcZDvODIyVUJM/0uFQgGlUilaZAp7QbpcLty4caOuFQ1rITIZhsGjR4+wsrICk8mEiYkJvnBSJSiVyoqc5HwwDFNWLibLAmtra9jc3ITBYMDY2BgMhsw8LoqiRAtjYeVZtc+Dtj//GBz/8vdQHkcBAMnWNvhf/xZ43/KzgER5Y1LmZAphjKV/7oyphc+dAwYRj8cRCoURCgURDkcQCASxtMTlKtntNtjtxOWsjZgheZ6gKESfuYHoMzdyhipHIjEsLQUwNOSs2dgaCVLUoxlFZjbZeXG5Ju8klNHtdqO1tbWs6p+yk1ke9Sha0+golUq4XC64XC5cvHgR8Xg8w+UUVlp2Op1Ip9M1v+6EkTsy9UUWmTIyVYBluYIsRHAJ8y/zoVarRYnMw8NDTE5OIhqNYmhoCOfPn6/7xKvaIjOZTGJmZgZ+vx9tbW24du2aZKvM1QqX9fujSKXE7ZemaczPzyMQCMJut+PChfM5XQjyeZNKsqXCMCx02+sYfvsbofF7M36n8XnQ+Yn/Cct3/gNLH/s0WH3loU5knGJXmMnXRfi9IXmRABB5+avR8YkP583JJKT1BhyMP5fxM51Oh46OdnR0tINhWL5ibTgcwvb2Dra3d6BUKmG1Wk96czqg19fW5cwXCX10lMDCgg/Dwy6o1U+XcCDh4fW+10mNQqGA0+mE0+nEhQsXck7eSeVs4haVWv2TpmkoFIon7pxVm6clJ7MSdDodenp60NPTw1daJgslJP94c3MT+/v7fD6nw+GoybUoi8z6I4tMGRmJKZZ/mQ+1Wl2yk7a3t4e7d++CZVlcv34dXV1dFY1ZKlQqFY6Pj6uyb6GorkZRo2qITIZh4PEUqRiaRSwWx+zsLKLRKLq6ujA4OHimAA2BCEsufFCE2GBZ9L/vHWcEJv9rAKZ70+j8+O9j672/I2r8uSDjz5U/mqvADnHvTlt+5BansXMXcHDzWZinX8j5eyI+g697ExhT/hByhYI6CZm1AhhAPJ5AOMz15IxEuL+Xl5eh1+vhcNhhs9lhtVolcxIVinxhybnDmwEgFkthft6H4WEndLqnZxL8pIrMbLIn74WqfxKX02q15rwn1sNNehKQRaY4hJWWz507B5/PhxdffBEOhwPxeDxnDnJrayuMRqOkz3I5XLZxkEWmjIyElJJ/mQ+NRlOwHQXA3TwXFxcxPz8PvV6P8fHxk/C/xkCtVlfFyfR4PLhz5w5YlsWNGzfQ2dkp+TGqkZPp8x2BpkvfZyQSwdzcI9A0jZGREbS3txXcnqLKcwhN96ZgWJjNv9+Tvx3/+LfY+fn3gjG1iNp/xr4oChSlgELBiU1OUJ2OudICO2u/+xGM/OyPQbe5evbYAA5vPIudX3y/qH3qdFq0t7ehvb0NDMPi4GCfD60lLqdCoYDVauVDa7lQ+PLeQ6HPr1ALmmSSxsKCH0NDDhiN9Wl2XmuIyHyaXAqKomCz2WCz2TAyMsJX//R6vfD5fJifn8f8/Dw0Gk1G9U+SX0zTtJyPWQayyKwM8l0dHBxEe3s7otEov1BCrl+ACxsX9uaU6nw/TfeIRkW+68jISICY/Mt8qNVqHB7md71SqRTu3r0Lj8cDp9OJGzdu1Lw0eDGkri7LsiyWlpbw+PHjqotq4mSS4jiVkk6LczH39jxYXFyESqXCM888A6vVUvQ1xEkrpcKsEMt//ntJ2yljx2i5+x3sv/zVBbaiQFFsTsFL8ue4KricQ1lpO5RsaKcb83/5RbR+5s/g+sJnoA76AQDxnn743/BW+N/wVrAaHSiqPDGrUJyuzg8M9PMuJwmtDYVCAFag0+ngcDhgs9lgtVqhUpW2uKRQKCoSTjSdxuKiH4ODTpjN9StaVCueFiezENnVPw8PD/nJ+97eHnZ2dgCctkmJx+NP9fkqF1lkVgaZD5F5itFoRH9/P/r7+8EwDMLhMH/dbmxsYGNjg19QIYLTZrOJvi/KOZmNgywyZWQqpJz8y1yQnMxcIufo6AhTU1M4PDzEwMAALl682JCTBpVKBZZlJQnPomka9+7dw87ODux2O27evFnVyp9kvAzDSBJa5vUeIp0uLv4YhsXq6gq2t3dgMhkxNjZW8vskwk6syFTEYqK2zd0zMrNfZKHKseR6FjvOUkmbrfC+41ew9/b/ClU4CCiVSNscgs6V3Bil6Pl51uU84ENrd3Z2sLPDuZwWi4UPrTUYDHldzmIVd0sRxgzDYnk5gL4+O+z2+rQLqBVkAtmI9796QFEUzGYzzGYzhoaG+DYpxOVcXl7mt52cnMwIUZQpTCqV4ltzyYgnW2QKUSgUcDgccDgcOH/+PJLJJJ9/LHTn1Wp1hjuvL1KMjixsyjQG8jdHRqYChPmXFEVBq9WWveqpVqvBsixoms7Yh9frxczMDBiGwdWrV9HT0yPV8CWHPIxpmq5IqMViMUxOTmJ/fx+9vb24fPly1SeVZLzSCOQ0fL6jErajMTf3COFwGE6nA6Oj50t2wABh4R9x4i3RUXoOb6Kzu+KQViKwqvXwp6iTPE6lErSTa2WjUFBgswQlVyBJIZnY5VxOC6xWC/r7+5BIJE/cTeJ0hkFcTq7ZuQ1Wq43/jIWiN9+pKfWcsSyLtbUgaDqN1tbyw5sbHdnJLEx2m5RoNIpvfetbYFkWfr8fHo8HAOcqkVxOh8MhC6kcJJNJqNVq2RErk0IiMxuNRoPOzk50dnaecec9Hg9fRKilpSWjgJB83TY28qcjI1MmleRf5oJUCUylUrzgJKGiOp0O4+PjNe83JRahyCw3lDcYDGJ6ehrJZBKXLl1Cf39/TR7y5LOjabr0kvW7u8Cf/AnwhS8A+/tARwfwtrfB96ofLOpiHh/HMDs7i+PjY/T09Jy8T3FjPm0NUlw0Cd3IyGt+BJ0f/xAoOlWwKmtsYBjHF6+IG1TOYxNBUC2RebY4Tj5txhVJqtzRzIVWq0FbWxva2trAssDBwQFCIS6kdnd3F7u7u6Aoinc57XY7DAZj0c9dTL/Sra0IUikGnZ3Fw62bEVlkioMUVbHZbBgfH0cwGOQn76urq1hdXeVdJeIWldMm5UmEPItlyiORSECpVIqeF2W78+l0uuTrVrgP+RquP7LIlJERiRT5l7kgD7NUKgWapvHSSy9hd3e3JqGiUkHeQ7nFfzY2NnD//n2o1Wrcvn0bLpdLyuEVROhklsSXvwy84Q1ANHr6s40N4MUX4ej8IEIf+zQSPf05XxoKhfHo0SMwDIPz58/D7W4ta8xCJzN3SGvuAjtJuwu+n/gZtH36jwu2/9j9+fdCtPLNwWm4rPTCjsv3PLvfQqKMtHypxnhOxwVYLGZYLGb09/chmUzx7mYoFML+fgQrK6vQ6bSw2exIJPIX/SpU/CcXHs8BaDqNnh7x+UyNztNY+KdSSHSGQqHI6HEYi8UyQhT9fj/fJoW4nFIWYmk2ZJFZGYlEAlqttuLvqlKp5IUkwEU6Cdv7kOtWq9Xy13dbW+GieTK1QRaZMjIikCr/MhfkYXZ4eIi7d+/i4OAAfX19uHTpUtOs2hMnU2zxH4ZhMDs7i7W1NZjNZoyPj9c8Z0iUyHz0CHj964E8uY3anU0Mv+utmPubr4HVneaQsCyws7ODlZUVqNVqXL58GWZzqaGNFABhE3qWD7tkGFZ0SOvOO38VingMrX/3qTO/Y9RqbL7vAzj47ucBCYTYqeNaDZEpToARaiE0hWg0arS1udHW5gbLsjg6OkIwGEQoFMbe3h6/3b179/nQWqPRVLbGDwSioGkG/f32prl/lILsZIqD5MjnCivU6/UZbVKKFWIp1CblSSSVSsFkMtV7GE1LMpksPSpIBHq9Hr29vejt7T3T3mdnZwepVArt7e2SH1dGPLLIlJEpESnzL3NB9nXv3j2wLIsrV66gt7dXsv3XAmG4bKkkk0lMT08jEAigvb0d165dq0ueBTlmSSLzwx/OKzAJ2p1N2L/8Dwj+8I8DIMVZlrG7uwuTyXRS4CczpJhM3oRzuFMRxJ78XxgaW0FBHaUSW+/7Pfjf8FY4v/AZ6JcXAKUSh1cnEPjhH+dyGyUSYtXKycznYhKKjb3WQpOgVCrQ0tKClpYW9PVxLufc3BwODg4QjUYRiUSwusrlMtlsNjidjpOKteK+F5FIDEtLAQwNOSXr6VlvZJEpDoZhwLJs0ZBFiqJOFjfsGB0dzSjE4vV6M9qkEMHpcrmaIsKmXGQnszISiUTVW6xlt/eJx+OIx+NPzUJIoyOLTBmZEpA6/zIblmXh8/kAcDfNZ599Fna7XbL91wqxIvPg4ACTk5M4Pj7GyMgIRkZG6vZwKNnJpGngs58taZ+Of/l7BH/4x5FK0Zibm0MkEoHb3YqRkRHehWRZFgxDHLnCRWCyUSgqr9oaHxzB7v/1u3n3IUWxnHL7eRbfb7Fzxbm/hWAYtmw3tFyyT6VGo4ZWq4VCocCzzz6Lw8NDPrTW4/HA4/GchN9aYLPZ4XDYS3Y5j44SWFjwYXjYBbVauntWvZBFpjjI/Uzs8ypXIRZSsXZnZwfb29sAuGuSiE67/clxzRmGOVOET6Z0WJblw2VriUqlKlqBVqZ2yCJTRqYA1cq/FELTNO7fv88/tAcGBppSYALiRObe3h7u3LkDALh58yY6OjqqOrZiCAv/FGR/v6iLSVAHfTg+PsaDBw8Rj8fQ19eP3t7e02qoJ5R7OUkj3qiiArLSYjnVCJct5mKKOR7LkjFWVkW3FIqdR4oCzOYWmM0t6OvrRSpFIxwOIxwOIRgMIRJZw9raGjQaDex2G+x2rjenWp3/cR6LpTA/78PwsBM6XXNPmuUWJuIg97NKokOEhViGh4dB0zQCgQAfori0tISlpSWoVKqMdhMGQ/O20yHnTRaZ5ZFMJgGUVllWSuQemY2FLDJlZPJQzfxLwvHxMaamprC/v4/Ozk6+iXazUorIZFkWi4uLmJ+fh8FgwPj4OCyW+lfCLNnJNJkApRIoIaw2rjPg7t27YFng4sUxuFxOKYbKU24Lk8x9nHXWclFJaGl1RGZx95E7XnE383RbcZVcy6GYwMxGrVahtdWFtrZWpNNcLifncobg9frg8XgBEJfTBofDAZPprMuZTNJYWPBjaMgBo7G2Ez8pkZ1McZD7mZQpCCqViq+iDHB9nIng9Pl8fI6xyWTiBafT6ZQ0+qfaEJEki8zyENO+pBrIIrMxkEWmjEwOqp1/CQB+vx8zMzNIpVK4fPkyuru7sbOzwz/cmpFi1WVpmsbdu3ext7cHp9OJGzdu1O0hlE3JIlOrBX7wB4EvfrHoPu8PjUGlUmFsbKwqBSQqFZnZjmoxTkNLSxNup8eRVmSKGXepIprAsmzVhGal+6UooKXFhJYWE3p7e0DTNMLhCILBIMLhMNbX17G+vg6NRgObzcbn2BGXk6bTWFz0Y3DQCbO5OXPp5Oqy4iD34moKPJPJBJPJhIGBAaTTaYRCoZztJpxOJy86uYWQxv0MSfG6ahSueRqol8is5gKhjHhkkSkjk0Ut8i9XV1cxNzcHjUaD5557Dg6HAwA3ERBbmbWRKFRd9vj4GJOTkzg4OEB/fz/GxsYayo0QVV32l34J+Id/KGilxfUGbHz3a3H16jVotdWZqFQuMsWLHi60FABKf630TqY4kSsW7rsvdUGgwuer2LnJ9WsuPNEJl8sJlgWi0SOEQmGEQkG+YAsAmM1mXnC2tLRgeTmAvj477PascMZIBPjqV097vr761UCDTbJlJ1Mc5eZklotSqTzTJkXYIoXUHtDr9RkFhBrNMSTPsEYbV7NnlP7cAAAgAElEQVRAFsvrJdIbeQHjaUIWmTIyJ2TnX6pUKuh0OklvVul0Gvfv38fW1hasVivGx8czktTVanVTi8x8eY2BQADT09NIpVJ45pln0NfXV4fRFUZUddmXvQz4+MeBd74z5+w/odXh27/8uxh97mVVrep5Kt7Ei8xSchrzQcJQSy2YI6XIrHY4K0HqyrNiHdVsir1nijp1lHp6unmXMxQKIRQK8S6nWq2G3W7H3p4Nly/3o7vbAcTjwPveB3zyk8Dx8elO3W7g/e8H3vUuSfqlSoEsMsUhRU5mJQjbTTAMk9FuQtgmxW6386LTYrHUXSTIIrMy4nGu728tnUyujZfsZDYSssiUkUFt8i9jsRimpqYQiUTQ3d2NZ5555szqcrOLTIqioFKpMkTm2toaHj58CLVaneHaNholF/4hvOMdwJUrOPq9D8HwtX+Fgk4hoTdg7vpzCPzkz8J+YwJKZXXbY5w6meXkSVZaUZXlC+YUe7CTKrj1mABUIuykqKwLiAnvLXy/ESOwz7qcUYTDYQSDwYy2FH2dVnz/xz4I4wsvnN2J1wu8+93A3h7wwQ+WdNxqIxf+EUetncxCKBSKM21ShLmcwWAQjx8/hlarzSggVI+UCllkVka9Cv8A3H2y3osUMhyyyJR56qlF/mUwGMT09DSSySTGxsYwMDCQ8yaoVqt5J7VZISKTYRg8fPgQ6+vrsFgsGB8fb+hqg6LCZU84vnIDC7/7cfh/wYvl2YdIa7UYPX8BTicnpKvdh7HccNlKXMxsSgstLd9xzdgLVY5QrSzHstLKukBp4rCU8ZW7MMC5nEaYTEZ0d3eBpmlEIhGEQmE4vvhZGF94AaREUk5+//eBN70JuHpV/MElRnYyxVFvJ7MQGo0GXV1d6OrqAsuyODg44AWnsE2K1WrlBafNZqvJZy+LzMog85hahsvKLmbj0Xh3HRmZGlKL/Mv19XXeyXv22WfhdOavMKrRaHB0dCTZ8euBWq1GMpnECy+8gGAwiM7OTly5cqUhJzlCyhGZ29sRrK9vYH19HTpTC66MjcFkMmZswxXLqU6IZ/kiU9q+kMXE9Gm4bKVHKi8Xs9L3W2llXekWGaTJRVWpVHA6nXA6nTh/5z/5PReC/aM/AvWnf1rxsStFFpniaCQnsxAURcFiscBisWB4eBipVCqjTcri4iIWFxf5Nilutxutra1V64koV5etjEQiAY1GU5fvqexiNg6NPeuTkakStcq/fPjwITY2Nkp28ki4LKlw2azs7++DZVmcP38ew8PDTfFeKIqCUqksWWRGIlFMTt6Dz+eD1WrFhQsXoNHknpBUq2IpCUMVIzKlFT2nFAotJRONSt5/NR3hUih3sUBKQS/59XMchWF5vqRtj772NcxPT6O1tRVutxs6XX2q08oiUxyN7GQWQq1Wo729He3t7WBZFtFoNGeblJaWFt7ldDgckolpuU9mZSQSCbmyrIwsMmWePmqVfzk9PY1wOIyuri4888wzJT3k1Wo1WJZFOp1uukkBAOzs7ODw8BAAMDExwfdRaxZKFZmxWAxf+tI34PNF0NHRgaGhIV7w5YMTmoCYqqzFoCjx4k1qF1NIvtBS8tWqJLexknMm1fkmn2GpLVzECvpi9yAxfT9LQsTnoaQoeDwe7O7uAuD6cpLJvd1ur5nok1uYiKNZnMxCUBR1pk0KyS32+XxYWVnBysoKlEolHA4HvxBiNBrLvk6SySSUSqW8mFEmiUSi5ukxwl7HMo1B881iZWQqoBb5l6FQCFNTU0gkErh48SIGBwdLvumRsaRSqaYSmSzLYn5+HouLi1AqlaAoqukEJlCayAyHw/jGN/43/P59DA0NobOzs+TCm9wzkJVM6IkNlxXbF7MccoeWkhNU3rErLb4jpajO1cJFFfDB+cW/huXFb4JKxJHo7kPgh34c0VsvA1s0EJXfc0lbVVqlVghjNCHR2Q3tzlbRbQ23b+P5559HMBiE1+uFz+fD0tISlpaWahbCCMhOpljI/ayZnifFUCqV/AIHgIw2KeTP7OwsDAYDv53T6RT1rE+lUnKPzApIJBKw2Wx1ObYsMhuHJ+euIyNThGrnXwLAxsYGHjx4AKVSidu3b/MPwVIRisxqTtSkJJVK4e7du/B4PHy/s729vaYM+VUqlQWry25vb+Oll16C3x/HpUuXYLeX9xBlWWnCPylKnACrZfsP7lgAwArCZcvbX6UFg4BqhK1yLVwsX/sn9P/We6BInhbsMs7Pwv61f8L+rZdj9UOfAGM0SXNgqaEo+H/kJ9H18d8vvu3P/RxUKhXcbjfcbjcA4OjoKGcIo9lszghhlFIQytVlxUHuZ83sZBYju01KOBzmr0nSukfYJsXtdsNsNhd8PqVSKTlUtkxomkY6na65SJfDZRsPWWTKPPHUIv9SWEnVbDZjfHwcRqOx+AuzIDdlUnSg0YlGo5icnMTh4SEGBgZw8eJFzM3NgWVZMAzTdBObfE4my7J4/PgxlpaWAGhx4cIIDIbKFgGkqjzL7aO4CKtWLmY+ThcZTsvJl+NGSpWLKb3AZmG8M4mB978LFJPjmgFg+c630P8b78LK//oL6Y4q8Ufof9NPwf7VL8GwOHemwiz//7e8BXj5y8+8NlcII3E5l5eXsby8zBcZIuK00sUz2ckURzqd5qNLngYUCgUcDgccDgfOnz+PRCIBv98Pr9cLv9+f0SaFLIS4XK4z+YOpVKpuecfNTj3blwCyk9lIyCJT5ommFvmX8XgcMzMzCAaD6OjowNWrV8sOTRI6mY2Oz+fDzMwM0uk0rl69ip6eHgCnYVmpVKopRWa2wKdpGnfu3IHH40FrayuMxh6kUtLEK0rRh5GiFBU5fbFYHBSFqkyoTh2/8vtkSuc+SrMfIe2f/EhOgQmcZk5av/11GObu4/jiM0X3V8p9Ser3wRiMWPyjz6Dvt38Z1m//W+ax1Gr43vg2qD/8B7AXGVt2CCMp1EIm9x6PB8BpoRa32w273S76HiGLTHHQNN1092Ep0Wq1GW1S9vf3eZdze3sbW1tcqLjVauXDva1WK1KpFFpaWuo8+uaELOjLhX9kZJEp88RSi/zLcDiMqakpxONxSSqpNoPIZFkWq6urmJubg0ajwa1bt2C32/nfE5FZKOy0UVGpVIjFYvz/j4+PMTk5iYODAwwMDKCjox/r62FJj1lpH0ZOpBZ+ba79syyws7ON5eUVAIDRaOQbpVsslqKFjEqHc2y5r0U5lVkbc+Kg9u7BPPWfBftLkp87/unvShKZpSF9peK01Ya1j/wF1GsrsH7jy1BGD5FytSH86h8AbXMAW/ugQaG1tfRJt9FoRH9/P/r7+zMKtXi93oxCLS6XixedpRQKIfdz2a0ojWYtIlcNKIqC1WqF1WrFuXPnMtqkeL1eLCwsYGFhga/ynkgkEIvFmiZ1pVGot8iU7w2Ng3znkXkiqUX+5ebmJu7fvw+FQoFbt27xeUqV0OgiM51O48GDB9jc3ITVasX4+PiZB3Azi0xhuGwwGMTU1BRSqRSuXLmC3t5ePHrkqcpxKwmdLcUJzdYjDMNieXkZu7u7aGlpgcViQTgcxtbWFra2tqBUKmGz2XjRqdNVOlng8jPFCiNpC/ZIK1Y1Pi7/sJTpjMazU3QbMcOrRoVglmWR6B2A96ffkfP3W1sRpFIMOjstovctdDnHxsZwfHyc0+U0mUy84MzXjoJblJFdzFJ52p3MQmS3SSE5xuS6DIfD+OpXv4qWlhbe5SzHfX/aqIfIbNTFyKcdWWTKPFHUKv9ybm4Oq6urMJlMmJiYgMkkTWEPIjIbMSczHo9jamqKb8ty5cqVnA/bJ0Fkbmxs4P79+1Cr1Xj22WfhdDoRCh0jFque+OeK5ZTeHoNQTGRmi9dUisbc3BwikQhaW1sxMjICpZKbtMfjcQSDIYRCIYTDYQQCAQCAyWSE3e6A3W6H2WwW7XKe5mSeFdOqUACOf/48dOsrYNRqHN54FpFXfi8UGo3kOaRSOoBpQ+k514yhQQv/nFDqAofHcwCaTqOnx1bRPdVgMKCvrw99fX1gGCbD5VxdXcXq6iqUSiWcTmdGOwrg1MmUKQ2SkylTGIqi0NLSgpaWFnR0dOCrX/0qurq6oNFoMnKMhddla2urZM/+J4l6OZkA5CiHBkMWmTJPDLXIv0wkEpiZmUEgEEBbWxuuXbsmaQguKfzTaE6mMCy4WFuWZhaZCoUC6XQa9+7dQ0tLC27dugWDwQCWZbG7u1/14+dqj1EMrqBPfpEp3M/xcQwPHz5ELBZDX18venv7Mtqv6HQ6dHZ2oLOzA+k0g/39fYRCQQSDIWxubmJzcxMqlRI2mx0Ohx02mx1abfEKguQYXEGokzzUdBrtn/wI2v7sY1DQp9d76+c+jaS7Hasf+DiiV26WdA5KRzrRGu8fRry7D7qt9aLbRl7xasmOC1THxSyVQCAKmmbQ3y9Nb0yFQgGXywWXy4WLFy/y7SiIm+T1evHw4UMYjUa43W7EYjF5EikCmqZr3q+w2SGLvDabDQMDAwDAu+8+n4+/LgHwbVLcbjecTqccmozT81fL6rKyk9mYyN8GmSeCWuRfRiIRTE1NIRaLYXR0FOfOnZN8skOaPzeSyCRtO0oNCybnvdlEZiqVgt/vBwC43W5cv36dfy/BYBSJRG3ej7A9RinPTSKMcyF07sLhCObm5sAwDM6fPw+3u3B7HaVSAbvdBrvdhqEhTqCGQpzLGQwG+XNlMpngcJy6nPm+EgqFgh8LwzDo+ORH0P7Hf5BzW413D8PvfAsWPvk5xEYvFT8JJVJpkaQMFAr4fvxn0PM/fqtgXmairROR//L9JY6vtPuJlBOqcgpPRSIxLC0FMDTk5F1wqchuRxEKhfiKtaurq/x2L774Ij+5l92k/Mg5meIhz1/hHCLbfQ+Hw/x1KWyT4nA4eJezWJuUJ5VEIgGFQlHT607Ox2xM5DuPTNND0zRCoRCSySRsNltV8i+3t7dx7949UBSF8fFxtLe3S7p/IaToQL1hWRaPHj3C8vIyTCYTxsfHS6q2J6wu2ywcHR1hcnKSL/pz5coVfoLBsiz29g5rPCL2xNUs7mgqFFTRare7u3tYWlqCWq3GpUuXYLGYRY/IYNDDYOhEV1cnaDp94nJygnNjYwMbGxtQqVR8HqfdbodGczpJE74XVdAP9599rODxlPEYOv/of2D5o58SPdZ8SL3a7X/j22B4/ADOf/oct39kik3aYsPqH3wSrLr4ir7YsUkV+luu6D46SmBhwYfhYRfU6uqEYyoUCjidTjidTt7lfOGFFxCLcQsePp8Ps7OzMBqN/MRedpMykXMyxZNLZAoRtkm5cOEC4vE4/H4/73QGAgE8evQIWq2Wz+V0uVw17xtZLxKJBLRabV0EnywyGwv5TizTtAjzL5eWlrC/v4/nn39e8vzLx48fY3l5GUajERMTE1Uva65Wq+uek5lKpTAzMwOfz4fW1lbcuHGjZGe42cJl/X4/pqenkU6n0d7ejr29vQxnJxCIIpmsz3vhClcVzpdTKJQ5hYJCQSGdZrGysozt7R2YTEaMjV2SoIgPoFIp4XBwIbNDQ0M4Pj5GOBxCMBjiJ1sA167C4bDDbnfw7wcAHP/0uYwQ2VywACwvfBOa3S0kO7orHvPp8cXlvBZEocDGf/swDm/chvuv/xKG+YcAuHzN4Gt/FN63/hySHd1V6NEpTfGfSnuQxmIpzM/7MDzshE5X/cb1er0eWq0WLMviVa96VYabtLa2hrW1NV4AkMm9yWR6aieeLMvKOZllUExkZqPT6dDd3Y3u7m6+TQq5Lre2trC5uQmAC78liyE2W2V5zY0MEZm1RA6XbUxkkSnTlGTnX+p0Or5IiVQkk0nMzMzA7/efCZ+sJhqNpq4ik7h6R0dHGBoawoULF0Q9DJtJZK6treHhw4d8K5ZwOIy9vT1+7AzDYG/voK5jLFZ5lhOTZ0VmMknj0aNHCIVCcDodGB09D5VK+skmRQFGowFGowFdXV2g6TQikTBCoTBCoSDW1zewvr4BADg8PIDX60P36mLx/Z78rdtYlUxkcuNlpc1ppCiEf/CNCP3AG6GMhKCIx8E4nUirTl0LlpW+7YgUSDGcZJLGwoIfQ0MOGI3Vn1iS6rK53CTiJJG8OeA0Z464SU+Ty0nC6J+m9ywFYkWmEGGblJGRET4Ng1yXwjYp5LpsbW2tSp/iepFIJGC1Wuty7CdVuDcr8p1HpunIlX9J2mgkk0lJVtAODg4wOTmJ4+NjnDt3DqOjozW7eanVakSj0ZocKxuv14uZmRkwDINr166hu1v85L4ZRCbDMHj48CHW19dhsVgwMTEBvV6PgwNOUJLJmd8fRSqVO9+xlhQSmhSlAMtkjjEeT+Dhw4eIRqPo7u7GwMBA3lxJqVGplHyII8sOIxqNIhQKYW1tDfF4Ao8fP0ZXIIjCGaGnMBIv7FRH7HHuaNpqRxqc8MeZvqTFXWkxn1Gl76FSF1MITaexuOjH4KATZnN1J8v5WpjodDr09PSgp6cHDMMgEomcyZlTKBSw2+28y9nS0vJET0rJfUx2MsVRicjMRq1Wo6OjAx0dHWBZFoeHh3zhoL29PezscO2NzGYzLzgdDkfTtulhWVayeZjY4wKyyGw0ZJEp01Tk639Jch2kuLnt7u7i7t27AICbN2+io6Oj4nGLgeRkEvejFrAs1zfx0aNH0Ol0GB8fh81mK2tfSqUSFEU1rMhMJpOYnp5GIBBAR0cHrl69ygtjMhlLp9NgGAYeT61zMfPDV2U9CeXVzz9E61//BS59/V+giR0j2dqG4GvfgJXv/xG85PUhlUpjdHQEbW1tdRszRXHtT0wmI3Z2tmEwGNHR0YGj9dvA5DeLvj5tMOJYwsI/1SCXWMsnAAstFtS6h6jU7WG43qsB9PXZYbdXr5opy7JFRRMRk3a7HefPn0cikchwOQOBAObm5qDX6zMqg9YiUqWWkHuw7GSKo1rVUSmKgtlshtlsxuDgIGia5tv3ZLdJcblcvOgk7XuagWQyCZZla55/2mhRIjIc8p1Hpiko1v+SCMtEIlF2ziTLsnj8+DGWlpZgNBoxPj4Os1l8gZRKUavVYBimZlUBScuO7e1t2Gw2jI+PVxS6Q1EUVCpVQxb+OTw8xOTkJKLRaM4KwUKR6fMdgabr72IK4VwcCra//wx6//uvgRLkjmp8HrT/xcdh/Zu/xPbP/xpcz78OVqulxiOkkL0AT8QMRXG/cLmcoN78M0h+9pPQBP0F9+b53tchbWzJW7m1HKohrrLh5ju5cz+zFwsqoVxXVkoXUwjLslhbC4Km02htrU7uOsMwosWgVqvNyJkLh8P8xJ4UrRJWBnW73U+Eyyk7meWRSqX4kOxqolKp4Ha7+Yrt0Wg0I9zb4/EAQFMVtqpnj0xAdjIbjca9UmVkTiil/6XQySyH7EI3169fr1slOGGvzGo/TGKxGKamphCJRNDT04PLly9LMiFRqVQN52SSUGCWZfM61OR8J5MpBIONNX6C/u4Uej/wq6DyiAv98RFe/+f/C3M/+EOQqFmHAK61irDvZWZPTxb5tJNQELEaLdZ/76MYevdPQZFM5mwB4m/vxheuvwL4zndgt3NFhqxWa0NNsArnyiLvuSCLBZUKvXKL/0igbwuytRVBKsWgs1P6RY584bKlQlEU73KOjo4ikUjw4YvCyqA6nY4XnC6XqyldTtnJLI9UKgW1Wl1zwWI0GtHf34/+/n6+fQ8RndmFrYjobLTFEDIHq6XIZFlWdjIbFPnOI9PQZOdf6nS6nA/MSkTmwcEBpqamEI1Gyyp0IzVkMpNKpfhc02oQCoUwNTWFZDKJsbGxk7w9ad53I4lMlmWxsrKCubk56HQ6TExM5C1KQAS2x3MIhaIxe++5/78/zSswCZpwAI5//nv4f+ynRe+fok57dJ6KSSIo2ZN/C19R2sM923U7vPkcFv7k79D5hx+CefoF/udpvQHB17weCz/1C+ik0wgEgtjb28Pe3h4oioLFYuH7choMhrJyTaVy8gqLtcJVbHOHzlb/vlMtFzMbj+cANJ1GT4+0VTQrFZnZaLVadHV1oaurCyzLIhKJwOfzwev1YnNzE5ubm7wwJaKzWfofyk5meRCRWU+E7XuyC1v5/X74/X7+mSYsbFXvNimykykjRBaZMg1LvvzLXAjDZcWwt7eHO3fuAABu3LiBzs7OygYtAUKRWS02Nzdx//59KJVK3Lp1C62tpZZhKY1GEZnpdBr379/H1tZWSaHASqUS6TQLv/8IbnfjiUwqEYf1W1/L6fxlY/val3KKTPIMFj6MWZZzIDlxeVp9VcrFYYXibGjn8dhVLH/ib6DZXIN2YwWsSo3YpaugjS0wAOgB0NfXi3g8gVAojHA4jFAohEgkgpWVFeh0Ot6V4lzO2k2mi4e8Fj95DHNadbaclfjyXMzarfgHAlGkUgwGBuySCUOy4FgNKIqCzWaDzWbDyMgIkslkhssZDAbx+PFjaLXaDJez3hP7fMhOZnk0gsjMRljYSrgY4vP5+MUQAPxiSGtrK6xWa81FVz1Eplz0p3GR7zwyDUex/MtciHUyWZblS4kbDAaMj4/DYql1/lpuyMOtGm1MGIbB3NwcVldX0dLSgomJiaoUFVCr1YjH45LvVwyJRAJTU1MIhULo6urClStXiq7oK5VKhMNJOBz1F8i5UEaPQKVLyxNVHexzVU6RGdZ6KiAzxUb1n89UTlFGUUCiuw+J7j4AZyuzMgwLnU6LtjY32trcYFku+iAUCiEYDGJ3dxe7u7tQKBSwWq2w222w2x0wGPJHAUghnovlVJYq5rgCX+Wdf7HCtFYuppD9/RiWlgIYGnJCqaxcaErtZBZCo9Ggs7MTnZ2dfP9D4nJub29ja2sLADJcTovF0jCTXdnJLI9qRxFVSr7FECI65+fnMT8/D41Gk1FAqBZtUurpZDbK907mFFlkyjQUpeRf5kKpVEKhUJQkzFKpFO7evQuPxwOn04kbN27ULbQjF8KcTCkR9v1sa2vDtWvXqrZaW+/CP/v7+5icnEQsFsOFCxcwNDSU/xpKJgGVClAowDDAwUEKVmtjFfwhpE0tYFRqKOji55a2ObIERX1zVjjHjjnzs1IqswodP4oCLBYzLBYz+vv7kEgkEQ6HEAyGEA6HEAqFAKxAr9fD4bDDbnfAYrFkCJzK239IU7iHQIZDFgXEUHrxn9oLTMLRUQILCz4MD7ugVlcmeEhkS60R9j88d+4cUqkUP6n3er38xJ64nORPPV1OWWSWRyqValh3OhfZiyGHh4f8tSlsk2KxWPjr0m6XLrpACBGZtTx/cj5m4yKLTJmGodT8y1yQfpnFwmWPjo4wOTmJo6MjDA4O4sKFCw3Xj6oa4bLCvNNa9P0k4bK1bMNCELagmZiYyN3CIxgE/vAPgU9+EtjaApRK4Hu+B9EffQuYNCupgCgXct6Ep4/RaLB96xXo+c9/K/r64PM/XK2hlYVCoQBNZ4vMs65ivvkCEZjZ22i1GrS1taGtrQ0Mw/IuZygUxPb2Dra3d6BUKk9cTi60Vq/XlV00J58jmwsxziHJdRU7rlK3L//9SkMslsL8vA/Dw07odOUvbtXSySyEWq3OmNgfHBzwYbVCl9Nms/F9OWsdviiHy4onnU7XrLJ7NRC2SRkaGgJN0wgEArzoXFpawtLSElQqFZxOJ+/AGwzStB1KJBLQaDQ1/Y7K4bKNS3N+i2SeOMTkX+ZDo9EUdDI9Hg/u3LkDhmFw7do1dHd3VzrsqiC1yCTvm2XZmuWdkgd0LR/WLMticXER8/PzMBgMmJiYyN2CZnUVeNWrgI2N05+l08BXvoKOr3wFr3j581j5+V+p+ngzRSRXJIZliWt3+uAkwiCdZrC4uIhHN16BN7/4DSgLhM0m2rsQ/r4fqu4bEAlFZYaYcv/PrXryCSJOhFEZ50eIQkHBarXAarVgYKAf8XgC4XAYwWAQkQj3NwAYDAY4nQ7YbHaYzWZRYZyFqsZKAcuKDWstXGAIQN7zVWuSSRoLC34MDTlgNAqiR9Jp4MtfBv7934FUChgdBd78ZiCrQBfJXW0EkSmEFKSyWCy8y0nCF4Uup0ajyXA5qx1BI4tM8ZDnbjM5mYVQqVT8IhyQv02KyWTir0uHw1H2NZNMJut27mSR2XjIdx6ZulJO/mU+NBoNjo6Och6DiA+9Xo/x8fG81UUbAalyMlmWxdLSEh4/fgy9Xo+JiYma5Z2SBxRN0zXr9fnSSy9hZ2cHDocDN2/ezD2BS6eB170uU2AKYAHc+Na/gh65AAy/u6IxEbEgvJS5eT6p0Mpm/IyQ69JPJJKYm5vDwcEB2m/extoHPo6B3/xFKHIsRCTdHVj5+KfB6KVZmZaOzLDOQmGehX4nXLUuJpx0Oi3a29vQ3k5czn0Eg1xI7fb2NjY3t6BUKmGzWWG3cxVrdbr8E/9Cwjj3WEveFMJrQEwvzVLEY7n9NKsBTaexuOjH4KATZrMOmJoCfuInuMUfIe99L/A7vwP80i/xXwpyPhpNZGajVqvR0dGBjo4OPnyRuJw7OzvY3t4GAFitVt7ltNmkrcILyOGy5UBEZqMV/pEKYZuUdDqd0SZldXUVq6urFbVJSSQSNcn9FNIo9zaZs8giU6ZulJt/mQ+tVotgMJgRoknTNO7evYu9vb3C4qOBIPmllTiZNE3j3r17xUVXlRCKzGoj7PXZ29uLy5cv55+EfuUrwNxc3n2RK2/0n/8OKz/7i0WrsRBXDcgMdSShncJCO+VydHSE2dlZxOMJDA0NorOzC/sj5zA3OobWz/8VTP/2z6AO9pFu60Tkh96EwOveBMZkbihhARBhcCoQK80P5Byt0vfDuZxcTt3g4AASicSJ4AwiHI4gEOBcTqPRyPflNJstGXmSYs9pJee/1F6axY4hxbmWGoZhsbwcwGB0B5bXfA+QY7DlLmkAACAASURBVHEQx8fAr/wKZxu/970nr2sOkSlEGL44PDyMVCrFhy96vV6+AJ1arc5wOaWYqMsiUzxPusgUolQq4XK54HK5cPHiRcRisYwCQqRNil6vz2iTUujcJBKJuhVRlJ3MxkMWmTJ1oZL8y3xoNBowDMOHaEajUUxOTuLw8BD9/f0YGxtriskJRVFQq9Vli8zj42NMTU1hf38ffX19uHTpUs3fN3kIVVtkhsNhTE1NIR6P49KlS+jv7y/8oPnc50rar3V3E7rVRcQHR/hw1ux8QBK6J5zjS63pAgGuZQIAjI2Nwel08L9LdvVi9z2/Ae+bfw5zc3O4fPky7HabYCxsQwlNMWKn1CHn7jVZGlqtFh0d7ejoaEc6zWB/f/8klzOEra0tbG1tQaVSwmq1weFwwOGwlxUGJiYXMvvaLfX9Fdqm3rmY+WBZFvi19+cWmEJ+8zeBn/kZwOHgRWYzTybVajXa29vR3t5etEiL0OUs5x5O7r+yyCydp0lkZqPX6zPapITDYf7a3NjYwMbGBl/ZNlc15XQ6DZqma76Q3yjPOJmzyCJTpuZk51/q9XpJRJCwjUkoFMLMzAzS6TSuXLmC3t7eivdfS8oVmcFgEFNTU0ilUrh8+TL6+/urMLrikAWDalaY3d7exksvvQSFQoHbt2+X1uszHC55/8rDfQCZIa61gmW598f1gtRibOwSTKbMVjNEtFF8KOHZHM3TYjn1F5vE2ZXCnRMiJrT07Ji486JUKk5an9gADCIWiyMYDPJ9OQOBACgKMBpNfPEgs9lcUjXYSoV+JUK6EV1MgtqzA/ML3yje8zWRAD71KeA972lKJ7MQ+Yq0kNDaxcVFLC4uQq1Ww+Vy8aKzVJcznU5DqVQ2tSivNU+zyBRCURR/rxsdHc1ok5Ivz7ilpQVA7duXyIV/GhdZZMrUDCnzL3NBbmzLy8tYW1uDTqfDrVu3YLfbJdl/LSlHZK6vr+PBgwdQq9V49tln4XQ6qzS64lQzXJZlWczPz2NxcRFGoxETExP8w60ouSrNZu8f3KQ35SxBtFYBhuFyiD0eD8xmM8bGxqDR5JrwcA9WMuHOJyaISK6/q0mdcX4Lbi1ivKWGlp49Rm6XT6/XoaurE11dnScuZwTBINeXkzQ+V6lUJ5Mwri9n7s+odAq91XKFZqO6mACgX10CVergHj4EcDqZfFJEZjbCIi0sy+Lo6Iif1Hs8Huzu7gI4bUXhdrsLupy1yol/kiC1EJ52kZlNdpuUg4MD3uUU5hkD4HsYl+vAi6Hei6cyhZHvPjI1Qer8y1yQkKC1tTXY7XbcvHmz5gnoUqHRaHB8fFzStgzDYHZ2FmtrazCbzZiYmJCsHHm5VEtkCnNsXS4Xbty4IS6E8S1vAT7xiYKbUAC8/eeQ7OqraKzlkErRmJubRSSyD7fbjXPnzuWsfCoUYMRNK+bkic1hlBpussGUPCkQK5DKEWKl7F+pVMDp5IoCDQ0NIRaLIRQKIhgM8bl1ANDS0gKHw85XrM3VbqUSTqsO5/rd2Z+JLVJUa1gxIZwnE/4nzcksBEVRaGlpQUtLCwYHB0HTNILBIO9yCltRCF1OvV7P74M4mTKl86RVl60GwmrKw8PDvAO/trbGC0+fz8dfm8TprOa8hKuPIDuZjYYsMmWqTjXyL7M5Pj7GwsICAMDpdOL27dtNPREp1clMJBKYmZlBIBBAe3s7rl271hAr19UQmcfHx5icnMTBwQEGBgZw8eJF8Z/xs88Cr3wl8M1vFtxs5vtej+Kep7REo8eYnZ1FLBZDf38/enp68tYdEooNiuLOQSnirZLQy0rhQjerewwSPizl6rYw5JSiAINBD4OhC11dXaDpNCKRCN+Xc319A+vrG1Cr1Xyomd1uK9kVKTZJIi1cssO3qUQMtq//C+xf+UeoIiHQVjvC3/c6hL77NWC1jbPQJiyUFR97BoxWB0UiXvyFL385ADwROZnlolKp4Ha74Xa7ASDD5fR6vdjb2wMAmM1m3uVMpVIN8TxoJuRwWfEQBz6RSMDn8+H69etIJpMZucYA1yaFLIY4HA5JFkBkJ7Oxke8+MlWlWvmXQvx+P2ZmZviHg9vtbmqBCXAPOFLEKN+N+ODgAJOTkzg+Psbo6CjOnTvXMJMvqQv/CHNNn3nmGfT19ZW3I4riiv+85jVc64QsWIrC5E/+n1i9cK2mIjMUCuPRozmwLHDx4kW4XPlDnbPz7IjTmS7QN1NIJTmMlaBQ1KYy62keanEXkTtG4T6ThRxVlUoJp9MBp9MBlh1GNBrl+3ISAQAAFosZNpsdDocDJpOpWNHiEsZ86mZrN1Yx/Itvg3ZnM2M7y//+d7T/8Yex9JH/F4m+ofIPKGpsXB9RsvBxtl3PqThmjGYEn/9huL7414V32toKvOEN3GueIiezGCaTCSaTCQMDA0in07zL6fV6sby8jOXlZQDcvXh9fR1utzvD5ZTJDZlHyOJcPCTU2Gq1ZlybpE2K1+vFysoKVlZWoFAo4HQ6eZeTuy+KvzHK+ZiNjfwtkqkK1c6/JMdYXV3F3NwcNBoNxsfHMTk5WXF/yUaAiLRUKpVTZO7u7uLu3bsAgPHxcbS3t9d0fMWQsvDP5uYm7t27J12uqcMBfPvb8Hz8z2H47Keh21oDo9XhYOJl8L/xbVg4ToHdj6CUJvdSsL29g5WVFWg0GoyNjaGlxVRw+2zRI8bJJJSbw1gJwpYupdwGuLdT3mdAHD9yzEIoFLnDTQFxIacUBZhMRphMRnR3d4GmaYTDnMsZDoewvr6O9fV1aDQaPo/Tbrfx3xWxopplWagO9zH8Cz8JrWcn5zbanS2ce8dP4tFnv4K0RZrewMRJFd7LhZ8rJypLW8DYeeevouWlaeg2VjIKAPHSX60G9alPASf59rLIzI1SqeQn65cuXUI0GoXP58Ps7CxSqRTu378PgAvpJk6S3W6XQ2lzkEqloFarZdFSBmS+Jyz8k6tNirBFCkk30Ov1/LXpdDpFO8ny59WYyCJTRnJqkX+ZTqdx7949bG9vw2q1Ynx8nM+/fJJEZjKZzMgrZVmW76tmMBgwMTEBs9lcr2HmRYpwWZZlMTc3h5WVFbS0tGBiYgJGo7H4C0vgKMli5xWvBV7x2jO/Uz6eRzrNVL0qK8OwWFlZwc7ODkwmE8bGxqDTFa7Kl0v0nBb+EedM1jJ0lssbPRXDpd4LCgnAYmQ7fvm3K7SX8hcauHwkJ1wuJyiKwuHhIYJBTnB6vT54PN6T3CbO5Uyn06KvNccXPptXYBI0vj04v/AZeH/6HSXvl6K4xYvTfq/cz0nbHvLvSklb7Zj/s8+j+w9+B7avfQnUyaIUBeDo8nV4/uuvo/27XgnyrX/SC/9IhdFoRH9/P+bn52Gz2TAwMMA7ScTlJJN/Elpb7zz+RoGITBnxJBIJKBSKgi6wXq9Hb28vent7wTAMIpEIf22ShThS2ZYsnAjbpGQjh8s2NrLIlJGUWuVfkj6QPT09uHz5Mr8iq9Fo+NW0ZkboZBKERW+cTidu3rzZsMUJFAoFKIoqW2SmUincuXMHXq8Xbrcb169fl/TBv7Ozf+ZnZDKtVCrBMAxfaKUaVVlpmsbc3COEw2E4nU6Mjo5CpSrFVTgresjDt1T3SMhpMZnquranuYTCENVSqHxcxQoe5QuHlfpzJ+GNvb09oGkaoVAYoVAQoVAYkcgaf8yFhUXY7XbYbNai907Hl/62pGM7v/R3GSJTmBtJEJ4foRtZ7Tlc2mrH5u99FNvv+U0Y798BRScR7xtCfGgUAHC46MfgoBNms052MkWSTqehVqv5yfrY2BiOj4/54kF+vx8ejwdAdfLlmhFZZJZPIpGAVqsVsYioyGiTkkgkeHfT5/MhGOT6RGu1Wr64lcvlytkiRXYyGxNZZMpIRi3yLwOBAKanp5FKpXDp0iX09/dn3Fw0Gs0T4WQS8UhEZjQaxdTUFA4ODtDf34+xsbGGnmhRFAWVSlWWyDw6OsLk5CSOjo4wNDSECxcuSPoAOTiI4+jo7EIEERXkvKbTaahUSsmrsh4fxzA7O4vj42P09vair6+vpPDRfKKHTAbT6fIsv9Pw1eq4tiRkNVNkljw6ScZQyLXN/7lKdy6y37NKpUJrqwutrS6wLHfNz87OgqZp7O3tYW9vj6/g6HA4YLPZYDQaz1wnGs9uScfXeLYzzr+YVjLVh+IWdWwO7L/ye7mfCJQ/w7BYXg6gr88ui0wRsCybM6ffYDCgv78f/f39YBgmI3+Y5MsplUo+X87tdksWQdIMpFIp2dUtEyIyy0Wr1aKriyuqRtqkeL1e+P3+jDYpVqs1I5dTpnGRRaZMxdQq/3JtbQ2zs7MFc/OeFJEpdDKFhY2uXLmC3t7eOo+uNNRqtWiR6ff7MT09jXQ6jWvXrqG7u1vyce3unnUxhZBJGTehJf+WRmhGIhHMzs6BYRiMjo6irc1d0f6AypxMAnEXq+HanlbBFWbclYaUobx5Cx6xLIxz92CaeQEUTSPeN4TD//K9SCuldTPyXT8UBbS0mKDRaKBWq/DMM1dOqtVyfyKRCABAp9Oe5HHaYbVaoVIpwRiMUMaKtzpKG0wNG1aWKyQ6213m7v9BaDSJk9fIIrMY5N5byA1XKBRn8uWELqfX68XDhw9hNBoz8uWeZJczmUzCYrHUexhNSSKRgNUqXe43aZNy7tw5pFIpvmWUz+fD4uIiFhcXoVKpcOPGDbhcLkmOKyMtssiUqYha5V8+ePAAm5ubsFgsGB8fz7vSqNFocHh4KNmx6wURmXt7e/B4PNBoNHjuuefgcDjqPLLSUalUogr/rK2t4eHDh9BoNLh16xbsdrvkY9rfjyEazb0IkZ3vxVVrPRUalVZl3dvzYHFxEWq1GpcuXYLFUnoubSGBe5qTWamIIMVbpBOawnGTe0I9ezdmFzzSrSyg77d/GcZHDzK2S9md2H73ryP02h+V7NilnlK1WgW3uxVudytYlqsiHQ6HEAyGsLu7i93dXSgUCs7lvHYbfV/7x6L73H/5qyscfXUQ28tze/sAwWBCDo0rAVJtWowg1Ov16OvrQ19fHxiGQSgU4kXn6uoqVldXM6qCut3uJ8pJYlkWNE03bBpKI8OyLJLJZNXOnVqtRnt7O9rb28GyLKLRKF9NmYvykO8JjYgsMmXKphb5l7FYDNPT0wiHw+jq6sKVK1cKPjS1Wi1SqdTJZLJ5V7vJedzb24PFYsHExETTlZ9XqVQlucoMw2B2dhZra2tVf6+7uwd5f0dEQKGWIOVUZWVZYHV1FVtbWzAajbh0aSyjmFOp+8jHqXiTpiWJlOHBwiFxxX/EF2qQujgRcaXVaysYefsboTqIZFQ2BQB1KID+//YeUDSN4A/9mCTHLdQKRbDVmddYLGZYLGb09fUhkUgiHA6d5HOG8B+XJtDzb1+ColBhI4UCvjf9VOVvoArkW9DI93YYhkE4nMT29gFcLpc8sSxAOSJTCBGTTqfzTFVQ8md2dhZGo5EPXXQ6nU3d+kPukVk+qVSKa6lUQbhsqVAUBZPJBKPRiK6urqofT6Z8mvduIFNXapF/GQqFMDU1hWQyibGxMQwMDBSdVAhzGWtxs6sGiUQCd+7cAcBVCfyu7/qupnxwq1QqHB8XDuVLJpOYnp5GIBBAe3s7rl27VrX3Gg4f4/i4sOilKECp5I6fT7SJCZ2laRrz8/MIBIJwOBw4f35U9PsrdiyK4iaEUoZDShEefNb1LU9kVgOGYdH10Q9AdcCFoua7q3R/+P9G+HteC8ZYuVtTbA2glPOi1WrQ1taGtrY2MAyLg7Ex3I1GcP1P/icolj1t/UH+pihs/uoHEBu5WPH4pSa736uQfOeC/DwSSWBlJYiBAXtTLyZWk1LCZcWQXRU0HA7zLufa2hrW1tagUCjgcDj40Npyex/WC1lklk+u9iW1pJmus6eJ5pu5ytSVWuRfAsD6+joePHgAlUqF27dvlxxvT25wlSag14tIJIKpqSnEYjEAgM1ma0qBCaBo4Z/Dw0NMTk4iGo1iZGQEIyMjVX1QFHIxhZyGn551MglcVVbqxHHJPSGOx+OYnZ3F0VEUXV1dGBwcLKnATzaliI9KwnjzUanQzB5PeYV/qiNK1d49WL799TMOZjbK4yjs//oFBN7wVgmOKu37UCgoWK0W4O3vwtL1m3D+5R/B9uJ/8JWcVkcuY+aVr0Go+xxsyyuw2+2wWCy8U19vijm7uX4vDGnf349haSmAoSFnw7ynRqJSJ7MQREw6HA5cuHAB8XicLx7k9/vh9/sBcEWGSFhtM7icssgsn3qITGGbKpnGpLG/8TINRS3yLxmGwcOHD7G+vg6z2Yzx8XFRle2Ik9mMxX92dnbw0ksvgaIoTExM4KWXXqqoz2S9ISIzV19Er9eLmZkZsCyLGzduoLOzs6pjCYWOEY8Xzw+lKEoQLltYtJEegrmqsu7vH2Bubg6pVAojIyNob28ra9ylisdqiEyg/DzUXK8h4l28yBS1eUnolx6DKvE9GRZmJTtuNfqSKhQUDq/dwuG1W9g83IdyP4JUiwVhFkAwBCocws7ONra3t6FUKmGzWU8KCNlEh21LRSEXU7AVsoU5uabI/eToKIGFBR+Gh11Qq5/cYjTlILWTWQidToeenh709PTwvQ9JvhzpfUjaVRCXs6WlpeHEgSwyy6eeTmajXUcyp8giU6YkapF/GY/HMT09jVAohM7OTly5ckX0MZpRZLIsi8ePH2NpaQlGoxETExNoaWmBWq1uqveRDXlQc61AuM+RZVmsrq5idnYWOp0OExMTklWjywfLskUrygq3VSiE1WWLbc/9LXRdvF4fFhYWoFAocPnyZdhs5b+/UgUZJ16kF5lA/jxU7dY61AEv6BYL4gPnuDKhgtdkQ+YB1RqnKMRMSqjGdsmEpzPdYkG6hauMaQVOvlsDSCQSCIVCCAaDCIcjCASCALhwfNKnzmKx8Hmz1aaU/NRiTiYhFkthft6H4WEndDpZHBCq6WQWQtj78Pz580gkErzL6fP5EAgEMDc3B71en+FyNoKwk0Vm+dTTyZRpXGSRKVOUWuRfhsNhTE1NIR6P48KFCxgaGiprdUoYLtsMpFIp3L17Fx6PB62trbh+/TovlDUajajqrI0GEZapVAoqlSqjSrDNZsP4+HhNnJRgMIpEojRHmGWFfSdLdZFJVVZgdXUdGxsb0Ov1uHTpEgyG8gsYiXG9KEpRUQuTYpyGB7Mw/+fX0f7Jj8I0+xL/+3jPALxveTsCP/JmUAoqj4AQ38KEILUDeDw6BlapAtJ0wXBZAIheuibZcYsLK3H3vFLPi1arRXt7Ozo7O5BKpXFwcIBgMIhQKIStrS1sbW1BpVLCarXxfTl1uupMFkutKJu7pynpk5l5npJJGgsLfgwNOWA0Nl+aRDWopZNZCK1Wi+7ubnR3d4NlWYTDYV50bmxsYGNjAxRFweFw8KKzXi4nWdSVRaZ4yJyrlpV55XDZxkcWmTJ5qVX+5cbGBh48eAClUonbt2+jtbW17H01k5N5dHSEyclJHB0dYXBwEBcuXMgQ72q1ms/NbEbI5IamaSQSCUxNTSEUCpVUJVgqWJbF3p64ljYqVWnhskJoOo2FhXkEg0HYbDZcuHABanVlt1cxi7RceGp1V3VZloXr83+Fng++n/s/TmWjbnMVvf/916BfXsDWe387p1N4mpNZ1WGWBO1wIfyq52H/2pcKb2e2IPTqH5DsuIVX3otliJ5F7GfOMCzUai5klnPYBxGLxfmenOFwGIFAAABgMhn5vpxms1kyl7OSFjmnCylnx0LTaSwu+jE46ITZXJ8w4EaiXk5mISiK4l3O0dFR3uUkfwKBAB49egSdTseH1bpcrpqJPrKoK7cwEQ+ZczVjLQyZ6iGLTJmc1Cr/krSuaGlpwfj4eMU9t5pFZPp8PszMzCCdTuPq1avo6ek5s41arX4inMxIJILHjx8jFotV5FKXg99/hGRSXF7raeGf0kRmPJ7A3NwcDg8P0dHRgeHhyt+fWOeOy3Grbhiqdn0F3R/6jdNjZv2eBdD6t3+Jg/HnsP/K7zvzerHnNWPfVRCm2+/+dZjuT0Pj8+SUd6xCgY1f/xBYnbTtdKTqQ1quu5td0Emv16GzswOdnR1Ipxns7+8jFAoiGAxhc3MTm5ubUKlUsNlscDjssNns0GrLm4SXlouZub3wXJHX5oukYRgWy8sB9PXZYbfn7qX8tNAoTmYhsl3OSCSS0+W02+28y2k2m6v2/JDDZcsnkUhArVbXtNqz7GQ2Po1795GpG7XIv0wkEpienkYwGER7ezuuXr0qyY1dpVJBqVQ2rMgU5iRqtVrcvn0bNpst57ZqtRrpdBrpdLqhVqNLhVwz9+7dA0VRGB8fR3t7e82OzzAMPB5xLiZw2sIkV5/MbA4PjzA7O4tEIoGhoSF0dXEFjCoN7xT7WqVSWfUFCdfnP12wWA55zLf+zV/kFJlkHlCOwKpG7k2qrQMLf/b36P3g+2F+4ZsZv4v3DGDnl38LkedeJflxS+uXWZxKr69c16hSqYDdboPdbsPQEHB8HEMoFEQoFEYwGOSrhppMJjgcpy5nteZ42efqNCcz/wFZlsXaWhA0nUZra0t1BtYENKKTWQiKomCz2WCz2TAyMoJkMpnhcgaDQTx+/BharTbD5ZTSdZRFZvnUs6K/LDIbF1lkymRQi/xLYZuO0dFRnDt3TtKbhEajaciczHQ6jfv372NrawtWqxXj4+PQ6/O7JMKen80yUSCwLAufzweAE5vPPfcczGZzTcfg90eRShUXitmQa7GYyPT7A5ifnwdFAZcvX4bdfrpYUEn7j3JeVwsn0/ydbxXdhgXQMvMiQKcAVfZErfycTKA6lVmT7V1Y+uinoN1ah+nOd0DRKcT7hnB0/RZAUVU5ZiFKvQ9KMa5SrlGDQQ+DoQtdXV2g6TQikchJaG2Qd5r+f/a+PDqSs772Vu9S75v2fZtF0mhWjT1mCSQx4DgYm9UOGAcIYX3gsD1eANs52QETspADBMcPSIIh4BA/bCdOHG8YS7N6tIx2jUYtqVu9S2r1Vl31/ihVqVrqpaq7epvpe44PjLq66qvq6urvfvf3u1epVMJiscBsNsNisUClSj1Bl2LMbLksIcCMaXk5gHicQnOzMa9jVioqQcnMBJVKhZYW5t6jaRrBYJAzD2IVdpaYsiqn0WjMay7B/tZWs1fFIxqNFt2tumr8U/6ozKdPFZKjWP2Xy8vLuHTpEmQyGU6fPo2GhtyiHTJBpVKVnZIZiUQwOjoKv9+P1tZWDA0NZSWO7GpqPB4vWdRALkgkErh06RIcDgcAoK+vr+gEM1cVEwBkMvmOOUlq0kbTwLVr17C4uAiNRoOBgQHodPtjdhizHPGqVS5cUSaTFfwHVxbLvnBDAABNQxaPg9pDMncjTHI7fiFOjyU+0dYORFs79r3ONzySCun2JfwQ0hHf3Xt0f1zIXigUcthsVthsVtB0L7a3tznHWrbEEQAMBgPXd8cYuDDvz+US7n1PtnLZvXA6NxCPJ9Debr7h1I5KUzIzgSAImEwmmEwmTuV0u93cfTc1NYWpqSmo1WrU1dVx/4lVOePxeFXFzBHRaBRGY3EXdKrlsuWPKsmsomj9l5OTk5ifn4dOp8Pw8DD0+sKUMqnVamxsbBRk37mA75w7MDCArq4uQdeWTzIrBZFIBCMjIwgEAmhsbMTa2lpJfgBcri2QpHgVE9idwKZSMhMJCrOzM3A6XTCZjDh8uD+tcgNgx3WWNbzZM2NOJEDEY6DVGq6WND/1M3clMxxmqhcyueFGWjuhXlnOuq+YrQ5Uij5G9jrkOk6pykz5EHKt2TxUIURMCPI9B5kst4WIdGCdkVPlvaYDQQBabS202lq0traAJEkEAgF4vYyBEJuNqFKpYLEwjrUmk1m0Gdbe8ezmZArfh9cbAklS6Oqy3FAKFUmSIAjiujxnlUqF5uZmNDc3g6ZpbGxscCqnw+HA8jLznDKbzVxprclkyvpbVCWZuSGRSIAkyZI4y1ZR3qiSzBscxei/jMViOHv2LDweDxoaGnD8+PGCPshZJZOZHJZ2hYtVbnNxzmWvUbmpsukQCAQwMjLCken6+nqsra1xixfFQiJBweXKTcUEmAmsXC7bR4ZisTgmJiYQDAbR0FCP3t4+yOXZJ3D81VaapmH45f+g7rF/hOGVF0BQFOJWOzx3vAfr774PpNWe05hlMnnO5G11dQ2zs7OgaRo1NTWwWi075Y8mTgWhaRq+O++G8ZUXsnqgeu68O427LLh95QKpq4HFEPpciFgm5KqOijXOEQpmLETORF6hUMBms8Fms4GmgVAoxJXVulwuuFwu0DRgNBphsVhgtVqg1eoEkUX+tWLbOMQiGAxjdtaDnh6boO/s9QC2l7/Uv4GFBkEQMBqNMBqN6OvrQzweT6lyqlSqJJUzVf9gLBarqKqhcgE7RynFtSMI4rq/xysZVZJ5A4MkSWxsbODKlSuor69HV1eX5KuewWAQo6Oj2N7exoEDB3DgwIGCPxBUKhUoikIikShZPwpN05icnMTc3Bx0Oh1Onz4t2jmX35NZ7lhZWcHFixdBEARHptnS62KTTJdrU1T8SCowpG1XydzaCmF8fByRSARdXV1obW0VbXZCUxRa/u4vUP/ot5L+rvS60fjI38D6xI8x8/f/gmhHTw7jzU3JXFhYgMPhgF6vhdlsgdfrhcOxAodjBXI5E3XBxljQr78V9iMnoLt8Pi3RjDY0w/2u+1Iea7ePLleSJGXpqniyli8RSzp6mn1kezYWQs3dBZv3mt81Jggm/kSn06KtrRUUlYDX6+dyORcXF7G4uAi1Wr3jWGuF2WxK+6zmnzNFUTlHqWxtRTE9vY7eXjuUyj0lpPE4MDcHkCTQ2Qnk6XJeDqhUw7h8oVQq0dTUhKamJtA0jc3NTU7lXFlZ4do4iAUnGwAAIABJREFUTCYTp3KazUw5dTweL1iF1fWMUmZkVlHeqJLMGxA0TSMWiyEWi4EgCHg8np0cNGkJJks8ABTVWZQfY1IKkhmPx3Hu3Dmsr6+jvr4eJ06cyEm5rYRyWZqmMTU1hZmZGWi1Wpw+fZr7kebnZBYLJJnIS8VkIZPJOaLq9fpw5cokaBoYGOiHzWbLaZ+Wp/8N9Y9+Ky1BU7ld6Ln/A5j4yX+nMM3JDIJgejJ3FTf278Q+Msz0XycwNXUFHo8XNpsVBw8egkIhR2dnJyKRKKdC+f0BeDxeAAxxWP70Q3jt3/4xrBde2TeGcFcv5r/+PSQsVhDYT4akyMmUimTlXnLKXONCGAJlmzQVSsVMNQ4pz08ul8Nut8FuZ1TOra0teL1e+P1+OJ1OOJ1OTo1iezm1Wi3vvt0tU2aqU3L/nQqH45iaWkdvrw0ajRLY3gb+8i+Bb38bcDqZjWprgd/5HeDLXwZaW/M691KCJMmKNf2RCgRBwGAwwGAwoLe3F/F4HB6PhyOd09PTmJ6ehkqlgt1uRywWuy7LiwsNlmQW01222o9ZGbixn0A3IPb2X7LusVKWZPJVPK1Wi+Hh4aIav7APumg0itra4malbW5uYmRkBKFQCL29vTh06FDOD8FyJ5kkSeLChQtYW1uD3W7HyZMnk1YyWZe+Yo7f6dyUZHIsl8uRSJBwOByYm5uHRqPeMfjJUeGgadT/4DsAMpeaapavwvT8Mwj8+m2CdsuWcMpkMjBzI1btYybmLPHkIxKJYnx8HFtbW2hpaUF3d3cSEdVo1GhqakRTU+O+3MR5nx/zd38MLa+7DUfHzsIY3oTMbEPwN2/Hxs2vB+RygN4lt3zilG9PplRgTJ0K78ya+f3i31NYFTMZ+Z4fi737IAhAr9dBr9eho6Md8Ti5s6DB/BcIBLCwsACNRr2joDNxKjLZbtl2viQgFiMxPe1GT4Ma2rfdDryyZ8Fkexv47neBJ54Ann8e6OvL63ilQpVk7odSqURjYyMaGxs5lZMtq11bWwMArK6u4rnnnkN9fT3q6+thMpmqxDMLSkEyWVRJZnmj+gS6gZCu/1Kj0SASiUhyjFgshvPnz2N9fR11dXU4efJk0Rvp+UpmMeFyuXDu3DnQNI0TJ06gpaUlr/2VM8nc3t7G6OgogsEgOjs7MTAwkPKHWKFQFE3JjMcTcLu3JNkXQRCIRCKYm5uHXq/HwMBAzgH0AKBauYbamYms/YwAYP6vXySRTL4aySqVNA0egWQm3hTFlMgRhALpSlLZXM9YLIa+vj40NWWuLuDnJnZ3A+Ewk5voMZvxZFsXRyAMtQZYlh2w2azQanXc8fmll2kNkESglP2Qe8EQsf29u8KQS0RNccvDpHDWzTZmpVKB+vo61NfXgaaZRTp2QWN1dRWrq6uQyWQwGo2wWi2Ix+OSZHKSZALbn/wDaPcSTD6cTuDd7wYuXBDnNFQmSCQSRS1frDTwVc6enh5sbm7i2WefhclkQiwWw8zMDGZmZqBUKmG327nS2mrP5n6UUsmsorxRJZk3CDLlX6rVaklyJTc2NjA6OiqJipcP+EpmMUDTNObm5jA5OQmNRoPTp0/DZDLlvV+FQgGCIMrO+Mfn82F0dBSxWAxDQ0Po6OhIu20xSabTuSHJRDweJxGJhJFIJFBXV4cDBw7kbRai2AwCyE4wAUCxleyMvFeNTPXbuuuISyGdeOHxeHDlCpPrOTg4mJTrKQQEkZybmEgk4PPt9tqxjqJqtZozdzEaTVCrlRxhYc8nV+TfCyktWWN7BHPZZyoCl+5xWUwVk498SmfFvo8gAINBD4NBj46ODsRicZ7C6Yff79/ZjsDs7BwsFguMRiMUCvF9h/LNICxP/CT7hpcuAS++CLzudaKPUWrcqD2ZuYL9Lra0tKCrqwtbW1ucyul0OrG6ugqAMa9icznNZnNV5URVyawiPaok8zoHv/8SSJ1/qdFo4PF48jrO6uoqLly4AAA4efIkmpub89pfPiimksnPhLRYLDh16pRkK50EQUCpVJaVknnt2jW8+uqrkMvlOHPmTNb+xGKRzFiMhNsdyns/29thjI2NgSQTUCjkOwsl+Y8vbmVchYUomTGbcAdiFrsEbr+qRtOAw+HA/Px8xlxPMWDMV1L32vl8PqytrWFtbY1ToWw2K5RK1c548mNL+RCuQsWgSFFamu66SFHemw9yPb98q6JVKiUaGurR0FAPgiAQCAQxOTmJeDyOlZUVrKysQCaTwWQy7SxqWFFTI+zZq7s4CnkkLGwgTz5ZkSSzWi4rDuzvrFKpBEEQ0Ov10Ov16O7uBkmS8Hg8WF9fx/r6OmZnZzE7OwuFQpHkWFtTkz4C6npGNBqFTCYr6v1WVTIrA9Un0HUMofmXarUa8Xg8p5VPvvFLbW0thoeHix7IuxfFIpnhcBgjIyMIBoNob2/H4OCg5CvH5UIy+X22er0ep0+fhlabnagoFAppP4eJCeBv/xb4t38DNjeBlhbgvvvgevM7QNP5raL6/QFMTEyAoigYDAZsb29DJpOGlMTrGrBx8gwM517Ouq3vtrtE759dTd9LBCiKxuzsLNbW1mAwGDAwMJAx11Mo9pv6JPfa8VUon88Hv9/PkfX19XVoNBoYjcacFOJyi/8AcistFU54pcnnzAeZzk/lWIL5v5+EIugHabbC95u3I9HUKmnvLUEARqMBSqUSSqUSg4OD8Pt98Hp98PuZe2xubo4XwWPNeH/JwgIJJsD0aFYgqkqmOLC/U6naexQKBRoaGtDQ0ACAWVBjzYP4KqfBYOBUTovlxslljUajkmerZ0PV+KcyUCWZ1ynE5F+yyptYo5x4PI7z58/D5XKlNH4pFdgxFLJcll8yOjg4iM7OzoI87MqBZPI/Z7FuuUqlEttSTdJ+8APgd38XSOxGi2B6GvjiF1H/8F9h429/iEj3gZx2zWZFKpVKHDlyBKurK9ja2pIwMgNw/u7HoT//KxAZ9rc1dBKbJ8+I3jcb68Cf2JMkifHxCQQCAcnKftljZSNrfBWKopiwdKfTCZfLiUAggEAgsC8iRaMpbKlVoUtOGedTcKZLQrbfj+RniJT3X75gc4fZ8chCW2j/4y/A/F//L+mebv6bP4PvzW/D0v/5M9AaaZSd3WtAQyaTQ61WcZN+5v4Kwufzw+dLjuDZVTktSRUm0eY24Qfv7JTkHIoJiqJAUVRVyRQB9ndWyBxGp9NBp9Ohu7sbiUSCUzldLhfm5uYwNzcHhUIBu93Okc7rWeWMxWIlKZUFqiSz3FF9Al2HyNR/mQq5uLFubm5idHQUW1tb6OnpwaFDh8pm1Y4gCKhUqoIpmUtLS7h8+TLkcjluvvlm2O32ghwHYEja5mb+kRy5IhQKYWRkBJubm+jp6cHhw4dFPdQVCoU0JPlXvwLuuy9tDZ7K7ULPp+7DxL8+K2piS1E0Fhbm4XCsQKfTYWBgABqNGk6nfGeiJt0Ef/P0a7H05a+i/Y+/AIKXwckidGgQ81/9DgiZTDSxYN03WZIZDkcwNjaG7e1tdHS0o729QzLvEvFjI2AyGaFUKuF0OtHR0Q6VSp0yIoUlnEajMe14c+FcxSo53Y2QyU4OhZ1HeRBMFiyRJuJx9Hz6Pugvju4fIUXB+uTPoPSsY/avv4+0TcKijguw2aYKRfKNwdxfJphMJnR18SN4GAXd6/VidhbQarVcLid16AjCXX2oWZjJfGCViokzqTAkdhbiqkqmcPDLZcVALpdzTrSDg4MIhUKcyrm+vs651ur1es48yGq1ls18SQpEo9GiJggwPgXl9WysIjWqJPM6gpD+y1RgSaZQh1mn04nz58+DoihJXFQLgUKQTIqiMDExgYWFBVElo/lApVKVTMn0eDwYHR1FIpHAsWPH0NYmYvV/BwqFAolEglNBcsbXvpa1yUvtXIHl6Z/D+7b3CNolSZKYnLwCn8+XlBUJ8I10pC058771Xdg6Ngz7v34fhpefgywSQbS5DZ63vQeBX78NtFIF5GC2wlcyA4EgJiYmkEgkcPDgQTQ01Es2/tzdVHevqUwmR3NzckSK1+uF1+vFtWvXcO3aNSgUClitVi43Uanc/anKtVS2WJMS5jiEIOU00+dciCxOKUDTgOXJxzmCufdbzeq4htGXYP7vJ+F/01slOS6TbUplzcnkR/BQFM3dX36/Hw6HAw6HA3K5HJu/fTfe+M2HUu6DO68/+AOgTnyPdKnBtshUlUzhyJVk7oVWq0VXVxe6urqQSCTg9Xr3qZxMduyuylnsqDUpQdM0otFoVcmsIiWqT6DrBEL7L1OBXy6b7RgzMzOYmppCTU0NhoeHJXFRLQTUarVksSwAUw5y9uxZeDweNDQ04Pjx40WJZlEqlUgkEjsulsVb+bx69SouX74MlUqFm266CRaLJaf9sJMckiRzv17b28DPfy5oU8t/CiOZ4XAE4+PjCIVCaG1tRVdXV5JyxhJLkpS+ryna2oHVzzwAx/1f4f4mkxGgeYRCrNkKO/H2+XzcJPrIkSMwmaTtj05lLCQU7PWlKIpT/BQKOReR0tPTg+3tbfh8vqSJGcA4OrJlj1qtjrleAkljKeI/mIxSIURxt7R27/mU80q97Wf/BCC9iRX7d/vP/kkykgmIz8mUyQiYzSaYzczvVCQS4fo4L+MAou/+MH7zp49AscecjADgfe8HYXjwj1DcAC5pUFUyxUMqksmHXC7nTIEGBgawvb3NqZxutxtOpxMAU37LVzkr6XOLx+Ogabok8SVVgln+qJLM6wBi+i9TgSWZmUhZPB7HxYsXsba2BpvNhpMnT5Zs5UoIVCoVNjY2sm8oABsbGxgZGcH29jYOHDiAAwcOFO3hxs/KLMb1pigK4+PjWFxchNFoxPDwcF6rrJKQzEAguQ8z0/H8PgG7Y5Q+kiRx8OABzsyBj10jHUryXj6hpEcM0WTvx2vXrqG2thaDg4OCnTaFIv/rwH5nWFLF/H9WZSQIQKuthVZbi9bWFpAkCb8/wDnWLi4uYnFxEWq1GjabBWazBSaTOacIi2Ih+2dYWSomi9qZSUHb1cwK204o2O9jrtBoNGhubkJzcxOjovf344k3vAkNT/0M9dNjkFEUfE1tuPamO6EYGELD2AoGBpqh0VQW1awqmeLBZLASBSV4tbW16OzsRGdn504ElI9bTJufn8f8/DzkcjlsNhuncha6WipfVONLqsiE6hOowiG2/zIVshnlbG1tYXR0FJubm+jq6kJ/f3/Z9xOwZab5KoBra2s4f/48AODUqVNoamqSaoiCwBKzYjTWx2IxnDt3Dm63G42NjTh+/HjekxR2/HnFmJhMgFwuiGiSpszZj06nEzMzs5DL5RgaGkqr9LETjYRAcisGqchaOvImhGgmEhRWV1cAMKVaR48eTSovlQ75uZzuxqwk/z1dFiNjnJE+ImVlZTcihXUUra1N7sctB7KWyZk1aWw0zV2cMhYxAQC0wGcqLZNuwk5RjJKerVxWKORyGWw2CyyWU8DJU1jZDvNyOQOgpqcxPT2NS5f0OHasE52dLTCbzRUxsa0qmeIRj8e5+JJigC2Ztdvt6O/vx/b2NtfH6Xa74XK5MDY2Bq1Wy6mcNput7D5Tdt5YTNPHcq7yqCIZVZJZoci1/zIV5HI5lEplSiXT5XLh3LlzoCgq5768UoAfY5JLbuXe0uDTp0+XJJqFPY9C92Vubm5iZGQEoVBIUrWWJal5jb+2FnjrW4HHH8+6qe9Nd6T8O00Di4uLuHbtGrRaLQYGBjIqfXySKWU/XzoDmkz7z0RSYrE4JiYmEAwGAQCtra0FIZhSkDW+OrwXDJlO3++5NyIlHo/D602OSAHm90VYEER5TMjSEWkiGoHt//0Etp/+M47OTYGWyRA+fhrr77wXgV97E/KS7QoGAqGjJ2F45cWsW4aGTkp4XJq7T6RB8udRW1uD2tpmtLQ0gyQTCAaDXOn2Cy+MYWZmFkZjDacw1dXVlW01D0syq0qmcLAks1Sora1FR0cHOjo6QFEUfD4fV1q7sLCAhYUFyOVyWK1W7v7T6XQlGy8Ldg4qVT64GFTCgs+NjuoTqELxzW9+E1/72tfw4osvorm5Oe8VOI1Gk6Rk0jSTr3flyhVoNBoMDw/DbM6sEpUT2B//XEgmSZK4ePEiVldXYbVacerUqZJNJvjlsoXC+vo6zp49C4qicPLkSTQ3N0u2b365bF747GeZvswMpjOx+kb4U5BMkkxgamoKHo8HFosFhw8fyjr54hMiaVdN06uBmYhcqniMUGgbY2NjiEQiaGpq2slqK1wOZL5gH0/pridTdSCMzCqVyp0Ii92IFIZw7kZYKBQymEzmokWkZMNeVVq+EUDvJ++FduISb6ME9KMvQT/6Ery33YWrD3ydUfGLDIIATzGkd0TW3RiR9Xe8H4ZXXkxp/MNswfx9/Z33SjyyPA3EeGCMhFK/plDIYbUyPcBsr7Df74dMFsHq6ipWVpjKAZPJxDmLmkymspn0ss/bclO9yhmxWKwsItgA5vfHZrPBZrOhv78f4XCYK6t1u91YX18HwFSusIseVqu1JIsKVSWzikyokswKBUVRWFlZgcfjQacEOV5qtRqhUAhAMsmyWCw4depUSVap8gFfyRSD7e1tjIyMYGNjAx0dHRgcHCxpaXAhSSZN01hYWMD4+HjBFhIkI5lnzgDf+x7woQ+lLJuN2eow+83vA1otwCMpkUgU4+Pj2NraQktLM7q6ujkn1kxg8yQZZ9z8hs4iX0WUH4/h9fowOTkBmgb6+/uhVquxurpakNJQ6UpOk3syU0FMHypLEtiIFJPJuBNhEYHP54ff74XPx49I0e2YB1lhMBhKIhLyVemOBz+TTDB5oAFYn/wZIm1dcH7of0k+DoIg9p0/EwvA/v/MJk/B1/8mvG+5E9anUlcXEADcd96NzdOvlWjE4IiuFM9jMWZQ/F5hAGho0EEmi3CT/umdslqVSpWkcpaSsFR7MsUjHo+XbZZlTU0N2tvb0d7eDoqi4Pf7OZWT7VWXyWT7VM5iLHqUoiezavxTOag+gSoUbG8g606WLzQaDXw+H7a2tnD27NmyIVm5gq9kCoXH48HZs2cRj8cxNDSEjo6OAo1OOPg9mVKCoihcvnwZS0tLMJlMGB4eLsgPrGQkE2ByMk+cQOCPvwrtfz0FeWgTsfomeG9/J9x33YOEyQLwSMrGxibGx8cRj8fR29uL5mbh/bR7cyfLobcPYH5cV1dXd8K+lRgcHIRer8PW1haA1KWo+UKqXbLPkWw8WzjRTK0KazQatLQ05xyRUmjQNI2aq7MwvfBMWiWQ/Vvdjx6B697fB60SP4HjE0k2QoglknxCmRMIAlcffBjR1g7U/egRKDaC3EtxkwXrv/MhON//MUnLfdl7W4qJZT4mVk7nFhoaDBgaGgJN09jc3OQm/CsrK3A4HAAAi8XCkU6mdLt4E+JqT6Z4lLpcVihYMmm1WnH48GFEIpEkldPtdgNgym/Z+89msxVswaFq/FNFJlRJZoWisbERAHZK5PKHWq0GRVF44YUXQJJk2ZCsXJHNzGgvFhcXMTY2BqVSiVtuuQVWq7WQwxOMQvRkRqNRnD17Fl6vFy0tLTh69GjBJiOSGP/wsNHei/nP/wnw+T/h/TWZbFAUDY/HjcnJKchkMhw5coSLMBAK9npQlDTGP8ykNvOsNhupomlgYWEBy8vL0Gq1GBo6wt0fbGmj1GVE+eRi7gU7IRCyv0x9qLtI/xqrwsnlspwiUgo9dzE98wsA6SNAWCgDPujP/QobZ35t32vsGPkTLYY8Mt+HvURS8hIzuRzO378fzns/CsPIC1AEAyDNFmwMvwa0mvUHyJPM8sB+pvlOLKWItHE6NxCPJ9DebobBYIDBYEBvby/i8Thn2uJyuTA1NYWpqSmo1WqurNZutxeczFRJpjhQFIVEIlERJHMvNBoN2tra0NbWxqmc7LPt6tWruHr1KkdM2TgVvV4vGUGLRqNQKpVFFSOq5bKVgyrJrFCwSuba2lre+6JpmlNCCILAa17zmpxzEcsFQstlKYrC2NgYrl69Kklkh9SQulyWH8dy6NAh9Pb2FnQ1UBLjHx5WV4P7/sZXJWgaWFpawtWrV6HV1uDw4QGuzE0MdstlKW6/+UGYM2s6hYXpK70Cj8cLq9WKQ4cOQaGQc4ofv7xXSkipjGbrydyLVH2oyWMT19sqJiKFJZyFikiRB/2Ct1VuBJJKvPcqkfuvZ/EmYARBgNJoEHz9rTv/xr5xSWWcRVHMOcvl+T6vpLk+Xm8IJEmhq8vCTbCVSiWamprQ1NQEmmZ6hVnCyaroBEHAYrFwpFPKCT+LarmsOBQiI7MU4Kuchw4d4lROvmvtxMQEampqkhxr8znvaDRadBWzWi5bOag+gSoUrDlLviSTJEm8+uqr3Ir+kSNHKp5gAsKUTL6i19TUhGPHjpXdj7KUJI0fxzI8PMyp4YWElOWygUAYodD+RQN2YptIUJiensb6+jpMJtNOr6IyJ9WCLZdlSVs+k2QxpbapJuR7+0q7u3s4wsa6bRZCyZTSVZcFMxkXvk9+H6pwcips39kiUtbWskek5ArSYhe8bcxkKYtS7b1IpQimumf4pbr5YLd0PXfSL/U9HQyGMTvrQU+PjVvo4R/LaDTCaDSir68PsViMUznX19fh9XoxOTkJjUbDEc58J/wsqu6y4nC9kMy94KucNE2nVDkJguBUzlwWPaLRaFE9O6oqZmWh+gSqUGg0GpjN5rzKZbe3tzE6OopgMIi6ujqsr69fN19ghUIBuVyeVskMBoMYGRlBOBzGwYMH0dfXV5arYgRBQKlU5tWTyXcKLnYci5QkM5WKCTCkIhqNYWJiAhsbG2hsbERvby9H7nLpv9p1l91VBnPt48rnO7W5uYXx8XHEYrG0faUURfHKe6VTHgvxLGAm+bmMg0h5/Wvnp6CZngQtkyE0eBxka3tOhGxvREosFufiUTJFpOwlFqn3ze+NZI7lv/W30fT3XwVoOmPJbMxWh82TN4s+n3JDuggXkXsBAEHGXemQTy9mOmxtRTE9vY7eXjuUyvQEWKVSobm5Gc3NzaBpGoFAgJvwLy0tYWlpiZvws6QzV/OWqrusOLC/r9cbyeSDVdAtFgsOHjyIaDSapHJ6PJ6kRY+6ujpBpd3RaBQGg6FIZ7EL5rlafnO2KpJRJZkVCoIg0NjYCKfTya0UiwHf5IZVL9fX1wX3MFYCVCpVSnK2urqKCxcuACieopcPVCpVzkpmIpHApUuX4HA4YLFYMDw8XNTSFplMBplMljfJ9Pu3EQ6nvgabm4zBTyQSRU9PN5qbW5J66nJRw3ZzMndJWy4qiNieRv7+PR4vrly5AoIABgcHYbFkdv5lxicNySyU0RGTE5rLGJlSSXZcteOX0PrwQ9BdPr+7BUFg48wbcO1zDyHW0p7XOFUqJRoa6pMiUliVk41IkcvlMJtNsFptsFgsqKlJ/l6lM9mhaSDa0g7/rW+F5T9+ntL8h/2b696PAIrym/imuz8yfT3EOAenez/Aj1YRByl6MdMhHI5jamodvb02aDTZPy+CIGA2m2E2m3HgwIGUE/6JiYmczVvYfN9KNO0rBdjf13KJMCkG1Go1Wltb0dramnHRg29gxbhy7z6tEokESJIsibNsFZWBKsmsUBAEgYaGBszMzIgimTRNY3FxEePj41CpVJzJDUvGIpFIIYddVOwlmTRNY2pqCjMzM9BqtRgeHi7JCpxYKJXKnEhmJBLB6Ogo/H4/2traMDQ0VJJJh0KhyItkMo6qGylf83g8uHJlCgRBYGBgADZbasMm5ndJeNleKmUwlx83saSPJSUOxwrm5+eh0agxMDAInU6bdbwMmaEgtP8zPQo3GScIWV6TBIqiob98Dj0fvQeyaCSZoNE0jL98FgevXMbUI4/nTTRZMBEpJpjNJhBENyKRCLxeHzweD/z+5IgU1rFWSETK0pf+Agq/D4bRF/e9RgBw3f0BrN/9QUnOQWqk+wiFmFvlSjQL4ZwsJWIxEtPTbvT0WKHVipt0753wsxEVe81bbDYbN+HX6XRp90eSZLVUVgSu13JZodi76BGLxZIWPbxeZsGTNbBiDYTY3/Wqs2wV6VB9ClUwGhsb8eKLLyKRSAgiD4lEAq+++iqWl5f3xVYolUoQBHFdkUy1Wo2NDYacxONxXLhwAU6nE3a7HSdPnqyYVUulUskZMwlFIBDAyMgIIpEIBgYG0NXVVbKHslKpzItk+nzbiESSSTZNA8vLy1hYWIBGo8aRI0cEGTYJLdtjS3GSjXTEkbdcSvMoisb8/BxWVlZhMBh2+kqz36cEgZ3xUiAIhnrlSuYyhdTnC9ZxNGdQFNq+cj9kUeY5xb+j2f+v9HnQ9pdfwdxf/1/RY9ufHckSJ1aVBFQqNRobG9HYyESkBAIBzrGWVQCUSiVXmpYuIoWqqcX83/0Ahv9+Evaf/RMUV8YBuRyRU2fgedf7sXnstKjxFwvZvj/ZFnJyJZq7Zh8y0VUFxYogIskEZmbc6OqywmjMrX+XX9bIN29hIyrW19cxPj4OrVbLldVardak0thEIlEtlRWBG51k7oVKpUJLSwtaWlpA0zSCwSDXS8w3sNLr9QDYPGnxFXW5oKpkVhaqJLOC0djYiHg8Do/Hk7XkMxwOY3R0FIFAAK2trRgaGkr6ESIIAhqN5rosl93a2sLo6Cg2NzfR1dWF/v7+iiojEtuTubKygosXL4IgCNx0002or68v4OiyQ6FQ5FzuS9M01taSVUyKojEzMwOn0wmj0cgZ/Aj97REyySUIxmE2PyVTHKEiSRITE5MIBPyoq6vDgQMHBPX8sWBKc3dLM3MhuUw5a+F+xPMtWTS88gI0jqWM29AADL96DirH0j41kyHjMp5z7c576P2RH0Igl8tgtTJOtGIjUggCoCBD4DduR+A3bsevfvUr6PUj9fKyAAAgAElEQVR6DAwM7IxVeuMlKZBtSELuu1yI5q7xj0z0vV3My8gsFHnR0WGBxZK/U3mqiApW5VxYWMDCwgLkcjlsNhunMlWVTHGoksz0IAimksNkMnEqJ7vYwRpPzs3NYXl5mVM46+rqCraIX3WWrSxUn0IVDJZYrqysZCSZXq8XZ8+eRSwWy6hqqdXq645kstmfiUQCR48eRXu7NCV0xYRKpUIikQBFURnJMU3TmJ6exvT0NLRaLU6fPs2tNJYSCoUiZ4Xc6w0hGt1VQWOxOCYnJxAIBFFfX4++vr4dIiaO0LGurJlK8GQy+b5IEKETY7ET6HA4grGxMWxvb6Ojox3t7R2isxoZAseeT3IPo5h9FJLY5Lt/3avnsh8DAGga+rEL8Ld18NRIVpmUKpZmz3FFRqTY7VYYDCYuImW/ipo5wqUUkFIRFJaFuotcJ5fFUjH5YNpSvIjHE6ivl+4ZzI+oOHz4MMLhcJLKyS5qyGQyKBQKuN1uWCyWqqqZBVWSKRx8AyuLxYJLly6hvb0dW1tbcDgcWF5eBgCYzWZu0cNkMklOCqskszJQJZkVDCFZmYuLixgbG4NSqcTNN98Muz29db5Go4HP55N8nKUATdMIhUIAmIfRLbfcUrHRLPyszHS9DyRJ4uLFi1hdXYXNZsOpU6fKphw4155MRsXc5P4dCm1jbGwMkUgEnZ2daGtrE529yAdD2tNPQGUyWc65k2ImtcHgBsbHx0GSJA4ePIDGxsaczkcm29/vKEYxKqQxCv8YeZFYSvjnQSfIkkZ/ZIpIcTrXsLa2CplMzkWkpDPSEWtaVUgIGYM4hVE4kWaPneo+l2o8UsPhCCAeT6ClxVSQ/dfU1KC9vR3t7e2gKAo+nw8ulwvz8/OIxWJ4+eWXIZfLYbfbudJatkWmil1USWZuYCusuru7odfrEY/Hk2J6pqamMDU1BZVKxfUS2+32vHo4y+E5WIVwVElmBYMlmaliTBKJBMbGxrC0tASj0Yjh4eGsPWtqtRqxWCyrYlbuSCQSuHz5Mreqe+zYsYolmEB2khkOhzEyMoJgMIjOzk4MDAyU1eeXK8l0u7cQizHv8/n8mJycAE0D/f39sNtt+7bPRbHIRMLkcnlOZiNixuFyrWN6ehoymQxDQ0dgMpm4yA6x6lU6UrxPtaVp6M+9DPN/PgFFwA/SZIbvTXdg+9TNBdfLhJFMgisnZUHTNCgKCPccynoM9uoJ2bZY2BuREo/HdwinnxeRAvj9AczNzcNiscBkMkEmI7j7oRDxG2Ig9L4We/8KJdK75bLCY3DKoeTY5doESVJobzcXVH1hjYFsNhscDge0Wi1aWlo4ldPpdAIA9Ho9RzgtFktZ/VaUCrFYDAqFoqqOiQRLMtmcTKVSiaamJjQ1NYGmaWxubnKEc2VlBQ6HAwBgMpk4ldNsFve9qJbLVhaqJLOCwZbI7iWZfFfR5uZmHD16VFB/BvugiEajFbvaGYlEcPbsWfh8PlgsFvh8vop/GLEkM1Vfps/nw+joKGKxGI4cOYLOzs5iDy8rlEqlaGMAiqLgdDIqJuu0qlKpMDAwAL0+vatiLkiXpcmQzMS+bbPvL/sxaRpYWlrC1atXUVNTg8HBQdTW7n7ncjHfyaTwsKqt3LWG7s9+GNqJS0mv2x//Z2wNHsf8V78N0la4Hl6GIFCcyQ7/ntjtidw12eGDIIDAG96EuNkKpd+b9hgEgNDhIYQPDhTsPPIBm33b0NCAhoaGnYiUIC5fHgNBAA6HAw6HYycixQyr1Qqz2QyNRl2S0k8WYo4r9v4VQqTZMmc2wkQYgSwP1cPrDYEkKXR1FYfUsbESHR0d6OjoQCKRSOoTnpubw9zc3I7abucm/JX6u58v4vF42VT+VBKi0SgIgkg5vyQIAgaDAQaDAb29vZx/CEs62dYelUqVdA8KVTkrfV53o6BKMisYzc3NAMCtUAK7pCMajaK/vx/d3d2Cv4zsl7tSSSbfUfXw4cMwm8345S9/WfF9puyP3141cHl5GZcuXYJcLs9aCl1KsD9AJEkKLkdyu5lezLm5OayurkKn02FgYAAaTWGs0lOpKTKZLKVhUaaJsJCJbyJBYWZmBi6XCyaTCf39/SncR3NRMonMyuvWFno//l7ULMykfFk3dgF9H38vph79Oaia/A1L9rq1MteY2DEn2jXZEVX6qFJj+TMPoutLn0y7DaVSYfmzD+Y46sJj7/3DRqSwuZtdXV3wen2cwunxeACwESkW2GxW6HTZI1KkRHHIbeY+4t2cTGLnfzMru6Uk5KkQDIYxM+NGT4+N68PF9DTw938PPP00EA4DPT3Ahz4EvP3tQB6kZ6+7rFwu5wxZBgYGEAqFuMm+y+XiWm6MRiNX1mg2m28YlTMej1dLZXNANBqFWq0WNMdUKpWcKzercrL33+rqKlZWVgAwKif/HuTvmzVoq6JyUCWZFQyNRgOz2cwpmY8//jgUCgVHOurq6kTtjyWZlRhj4nA4cPHiRchkMs5RdXOTUcLEOLOWI/YqmTRNY3JyEnNzc9DpdLjpppug1WbOUSwlxJLMRILC8rIPY2Pj8Pv9sNvtOHDgwO7ELA3ynVDudWWVy/cb/zCvpyeS2X4AY7E4JiYmEAwG0dDQgL6+PshkqX6gxZ8L45qanmRa//3HaQkmi5r5aVh+8VN43vE+AccDWPWJJcXJJjup3FoJAPnlo/jffAcWALR+7QEoA8k95NGmVlx94OsIHz0JlBHBYJGp75WNStFoNGhubkJzc1OKiJRrWFq6BpVKCbM5c0SKlChmRGW6EnZ+uazQ/ZQbQqEYpqfd6O21QfXoI8BHP5p8ca9dA559Fjh1CnjqKcCaOvc3EyiKAk3TGc1+tFoturq60NXVhUQiwSlMLpcLs7OzmJ2dhVKp5IhpfX19SbIQi4V4PC4oAquKZLAkUyz4KmdPTw9IkuQca9fX1zEzM4OZmZmke3CvyllVMisDVZJZwSAIAo2NjXA6nXjPe96Dxx57DF/5ylfw+c9/PifSwS+XrRTQNI0rV65gdnZ2n6MqqwBW0vmkAr8nk5/3WV9fjxMnTpT9CixLMuPxuCCFfHHRhbNnz2N7exvt7e3o6BDvtJo7dtUUpo9RuNFMNuWEb1zU1dWF1tbWtOeVywRZLpclOfHuhe3nPxK0H/vj/8KRzFTZkezY+KWtQkkxQ7IEbZoRgbe8DYE3vAmm/3katTOToOVyhI6cQPDMGwC5HMgxi7HQyKa+7S/ZTh+R4nZnjkiRCtlcmFMh3884FdHk52Qy/07//nL87FlEInGsfO/H6PzY76ff6OxZ4K67gOee2287nAVsxYvQCBO5XM71aLKGeSzhXFtbS1KYcu2jK3dUlczcEI1GYTAY8t6PQqFIUjm3traSVHb2HjQYDKirq0Nvb2/ex6yiOKiSzAoGQRBoamrCwsICzp07hze+8Y24//77c1a1WJJZKUpmPB7H+fPn4XK5UFdXh5MnTyb9ULAk83pRMkOhEF588UVsbm6iu7sb/f39FfFDz1cys8HlWsdTT70Akkzg4MGDaGgQ1x8o1eSSomgoFDIkEvtny+n7HtMf1+8PYGJiAjRNpzUu2guxpiXZlEzNtUVB+1Ev726XS3ZkJshkBEgy/x0SBECpNfC/+W3wv/ltKbfJJYuxkBDi3suWFKf63FNFpAQCAXg8yREpGo0aFosVFosZJpM5awVANuRifiVFL+Tez49fxs7/d+r35n34gsL2nb/KvtELLwAvvQS89rWi9s1WX+SSk0kQBHQ6HXQ6Hbq7u0GSZJLKye+jYxXOQmYiFgM0TVdJZg6gaTpnJTMTCIKAXq+HXq9PugdZ0nk9+GzcSKiSzArG+fPn8fLLLyMcDuNTn/oUHn744bx6KPg9meWOra0tjIyMYGtrCz09PTh8+PC+Bw9BEFCpVNcNyVxcZCb/x44dQ1tbWymHJArs+LORzKWlJTz77CgAAkNDQzAa818hzQcEIQdB0KAoGvJ4FOZnnoDt338C1ZoDVE0Ngre8Ee63vxexlvaMZGZtzcmV/gwMDMBgEJabJ9ZNlFGcMky81WrIotkXkChVIcvisvSNCtmDiKiVciOa2bBriJR9W4VCAZvNBrvdDopiepxYlXN1dRWrq6uQyWQwmUywWMywWm2oqdGIGk8uKubue/O/7vzPjx0H/znPv1aahRkYfvUC5LEoIs2tCLz+VtBqcedbDKhWl6G/dJZzQc6IH/5QNMlkn7NSZGMqFArOoGpvHx3fLZTNRKyvr4fRaKwoEsBeryrJFAeSJEHTdMHLqPn3IEmSFTE/rWIXVZJZofjBD36AD3/4w5w74xe+8IW8m/TlcjkUCkXZK5nr6+s4d+4cEokEjh8/jtbW1rTbXg8kk+8efObMGVhz6NMpJbIpmTRNY2JiAjMzc4jHlTh+vJ9T1cVCStWNcZcFFG4nDnzq/aidm0p6vWZhFnX/8j1cffAb8L/5jpRjWVhYwPLyMnQ6LQYGBgtmXASw5Cs9Idg4/TpYnnki6342bnqdlMNKAjP5zO9DEku+y4FoCjt+buOjaRoyGXZ6nPTo6GhHLBaHz+eF1+uD38+YCM3NzaO2tnanrNYKo9GYpb8xvwUBqb6L7OeXKrqAIAgo1lbQ8UefgWH0l0nvI41mrH7kM3C/815pBiIRVF43AAEEEwAyZGCnA6tkSkEy+djbR8dmIrKkk81EVKvVSSpnuZO3akZmbmDnicVUsVkn20paxLjRUSWZFQaSJPG5z30Of/VXf4VDhw7hjjvuwJ//+Z9jZWWFizTJBxqNpmxXimiaxvz8PCYmJqDRaHDzzTfDbDZnfI9arS570pwOFEVhYmICCwsLAACr1VpxBBNI7sncC37Js0JhwNBQZ05lXiykdJ6Ty2UgKAq9939gH8FkISNJdH7l04g1NCF09BT3d5JMYGpqCh6PB1arFYcOHRR9XmJPRS6XZzz/9Xe/H5ZnnkiroLB/d7/7PnEHFgEmZiX394tRMflgYmrYfMXik01RDro5DG+vO7JKtT8ihXWsZSNSFAo5TCYmIsVisUCtTp4s5hKjw4eUuZ6MIzEFgkDSYqrCs46+33sH1GuOffe1IuhH2198CbLwNlz3fkSagQhC6pxXmmYWWOJ6ERUaJpPoo4vtycwVezMRNzY2OMdah8OB5eVlEAQBi8XCkU6DwVB2BIFdhK6STHFgr1sxDaGqzrKVhyrJrCB4PB68+93vxrPPPos77rgD3//+9/Hkk08C2J+VmSs0Gg3C4bAk+5ISiUQCly5dgsPhgNlsxvDwsCC1S6VSYWNjowgjlBaxWAznzp2D2+1GY2MjAoFAxT5g0ymZ29vbGBkZwcbGBtraOkHTlrI6R5lMjs4rl6Cbmci4HUEl0PB/v4X5o/8IAIhEohgfH8fW1hZaWprR3d2TkxGL2GtBEERKN1wWoaPDWP3w/Wj6zjeY/WM3KIXY+W/1Y59FaPC4+MEKHmOuPX6778/1FknO5Mx5CKIhVkXN9TuQLmuSjUgxmUzo7u5CJBLJEJHCEE6j0SBJqauUSOUu2/Dtb0C9xpRspvuKNf/dX8L3lrchbm+QbCypDLGy5byyixvR9m6Eu/qyOj0DAN7xDtFjK5SSmQkEQcBoNMJoNKKvrw/xeJxTONfX1+H1enHlyhVoNBpO4bTb7WVB7NjFz0ruKy0FWDGiFCSz3BYqqkiPKsmsIExPT+Oll17Cgw8+iC9/+cuQyWRoamoCAC7nKl+o1Wr4/f6kCVmpEQ6HMTo6ikAggNbWVgwNDQn+AVWpVIjH4zth9JWR+bW1tYVXXnkFoVAIfX19OHjwIJ5//vmUSmAlIBXJZPNcY7EYjh49CoIwwO3ekuR4+fSR7d3PwQsvZ92OBmB86VnIA34EFUqMjY0jGo2ip6cHLS3NeY1BjPkPe3+z5YWpsPbh+xFp60Tjo99CzY46SwDY7j0E530fh/9Nby1waak4M6Okd+aoYvLBn6QUa0FDnHkTwf1vbuPLnDUJIEtEyhKWlpYki0iRXs1kzo0gCBChLVie/Fn2MSRIWH/+GJwf+pSo42UiknkZYhEEXO/7fXQ89JnMfZkHDgC/9Vuid18sJTMTlEolmpub0dzcDJqmEQwGOfMg9h4jCAJWq5UjnXq9viRzjmq5bG4oBclkUS5z0yqyo0oyKwi33HILZmdnk0xf2BJZqZRMtVqNRCIhONOw0GDJSDQaxcDAALq6ukQ9YNgHYCwWy7nPr5jg95ueOHECLS0tAJgfwFAoVOLR5Ya9JHN5eRmXLl2CXC7HmTNnYDCYMD7ulPCI0sxq5XI5tBuBrNsRAEDT2FqYw8VQFAQBDA4Owmq15D0GMZN0llgyCyrpF2GCt90F/5vugGZxFoqAH6TZgkhHD1fft1taKj0JY4hw6dVqpo+x8H2aYhY8+Jc7X3ImtA81fUTKrpsjwI9IsUKr1QpW5qW8j/gRJjRNo+baIuThbUHv1V4ZSzW6jGWtUjsr8+G9/R2omZtC/T99N+Xr8cZmyH/+c8hyUCNLoWRmAkHsKukHDhxALBZLUjk9Hg8mJiZQU1PDmQfZbLaikeQqycwNpVQyq6gc3FAkc2NjAw888AB++tOfYn19HW1tbbj33nvxhS98QfAD5sEHH8RDDz2U9vUXX3wRr3nNa6Qa8j7sdRVtbmaUEqdTmkk6Pyuz1A/da9eu4dVXX4VcLsfNN9+Muro60fvgx5iUM8mkaRqLi4sYHx+HSqXa12+qUqkQCGQnPOUIfk/mlStXMDMzA51Oh9OnT0On02FpySfpj4dU8QVyuRyR2uxxQKwaMe5YhbKuHgMDg9DpcosRyge7+YHZYjKYBr5IV1/GbXZLS6X7bHb7IsWhEISwGIZApZwUiT0/NiJFr9dyESl+fwBerwc+nz9FRIoFJpMp74gUoWDjebj7XMxiBbG7CCO0rLWgIAis/MFXsHHqDOp+9I8wjL4EgqIQs9fD87b3wP2u+6CmTeghE6KvbzkomZmgUqnQ0tKClpYW0DQNv9/Pkc6rV6/i6tWrkMlknMpZX1+/s7BRGPWqSjJzA0syS1FmXFUyKwfl+RQqADY2NnDLLbfA7/fjRz/6EU6cOIGnn34a9957L15++WU88cQTglf+rFYrbLbUOXe1tbVSDjsrNBoNLBaLpEomwDxAdDqdJPsUC4qiMDk5ifn5eej1egwPD+c8lkrIyqQoCpcvX8bS0hJMJhOGh4dRU1OTtI1SqeQswyvtASuTySCTybC+vo5wOAy73Y5Tp05BqVQiGiXh9QpTI4RDGiVOJpNhdvAUeiYuZNyOALDS0QdZcyuODAzsM1DJB2LOgS2XTSQSacsbxZCOdD1++SDXnsxCkTWGiElTXr0X+RBYqYiveKK5u61CoYDdboPdbgNNYycihXGs3R+RwqiceyNSpPzY2HGx93mkowcJrR7y0GbW94b6j5ZVjA37mWy85tex8ZpfBxIJEPE4aLWak1bJUAzT02709tqgUgmfqpWbkpkJrDGQxWLBwYMHEYlEsL6+zv3ndrsxPj4OrVbLmQfZbDZJz61KMnNDNBqFQqEo2n3GLA6Vz3e4CmG4YUjmH/7hH2J8fBy/+MUvOKXxzjvvxIMPPojPfvaz+Pa3v42Pfexjgvb1iU98Ag8++GABRyscBEGgoaEBa2trkhAQVu0rlSMr3/CmoaEBx48fz+vhX+7Zn9FoFGfPnoXX60VzczOOHTuW8qHNXoN4PF5xBgXhcBhENArrs8+id3QU+u1tEGYz8M53Yu01bwFNS/8jJQUxksvluDI0jF/7739DjduVchtWxZz57Xfj6NGjkMul7fsVm5PJvCf9mzLtb2srBIqidnqjuHfsOJdKU/bIljruuqFmR6HVRqa8WPpj5HK5CrGAJIZopvveEARgMOh3IlI6EI3G4Pf79kSkzKWISJHyPFglk/k3ramB9/a3o+6xRzO/T6mE5473SDcQCbDvGsvloFM89yOROEc0NRphv4PlrmRmgkajQVtbG9ra2kBRFPx+P1dWyyrpMpkMdrudI51abX5VI1V32dwQi8VK1o9ZaQvtNzIq7ymUAzY3N/EP//APaGxsxFve8pak1+677z587nOfwze+8Q3BJLOcQBAEGhsbMT09LQnJZB8apSCZm5ubGBkZSTK8yfd8ylnJ3NjYwMjICLa3t3Ho0CH09vamPV/2BzAWi1UUyQwEArj8+OP4tS99Cbq9avv//A+aLTaEv/kotg8dkfS4Uix4ymQyJJQqjH75YZx54H9B6ffu24YAMPGuD8B43+8VrH9LKEHYNf5Jrcpl2o/D4cDc3DwA5jvDEgWz2QSFQiFZD2Mu3+dirF5LXTorzbWS1jQn20IBozILO6BarRIckWKzWWA2W/NW+Jl7MJm1rv3e/TD86nlori2mNdFx3P8VkJbUlUelgNh7IxYjMT3tRk+PFVpt9kl9JSmZmcCWzFqtVhw+fBjhcJgrq3W73XC5XBgbG4NOp+MIp9VqFX3eJElCLpdX/PUqNqLRaLUfs4qsuCFI5rPPPotIJILTp0/vm+RYrVb09fVhenoaMzMz6OtL36dUrmhoaMDzzz+PRCKRt4MqvyezmHA6nTh//jxomsbJkye5XtN8wTf+KSc4nU6cO3cOAHDq1CnOJTgdWGJZSQ6zq6urePWXv8Tr/vAPoU3jfqz0edD7ifdh8l/+A/E66SIGpOirYlXJQFsXrvzzU7A/9ihs//5jKH0eUDIZFg8OwX3PB6F881uBLI6excBuD2VqkplqbBTFZM+urKxAr9fDZrPB7/fB6XTC6XRyph1WqwUWixU6XW1e58iOkaIoQapvMa+plIZHuYx5/3HZgBlpwC5Csv2I8mAAtn9/DJanHofS6wZpMMH/G7fBc9fviIr7yBSRwpoI0XRyRAqTlyh+/HtdkymLBdPf/Ve0/9kXYXz+mSRWHqtrwMrHPg/f7eJjQAqJXG4vkkxgZsaNri4rjMaaLNtWrpKZCTU1NWhvb0d7ezsoioLP5+NUzoWFBSwsLEAulyepnELal2KxWFXFzAHRaBR6vb7ox62qmJWF6+splAZjY4yzXEdHR8rXOzo6MD09jbGxMUEk89KlS7j99ttx7tw5+P1+NDc347bbbsMXv/hFyciRGDQ2NoIkSbjd7qxkJRtUKhUIgigayaRpGrOzs7hy5QpqamowPDwMUw4B1OnAkrNyKZelaRpzc3OYnJxETU0NTp8+DaPRmPV9/HLZcgf/M+174YW0BJOFIuiH/cePYvUT/1vCMeS/D9ahlaIoxO3NWP3E/8ar7/oAZi9fBq1So//IICwWM0codkkKIC05EDre3QiT/a/tJ2skmcCVK1fg9Xphs9lw8OBBKBRytLe3IR4neSTBC7/fD2AetbW1sNmsMJstO+WQ4n7wxZoJFXvxepeI5X5gqYixlEomC+b8gJqZK+j5xHuh9Lq515ReN2q++03U//AfMP+172Dz9GtzOsbeiJSNjSA8Hm9SRIpSqeSp5WZBESkURXGmP8Cu8kpZ7Vh8+BEoHEswjLwIWTSKSEsbNm56PVBmRCvfPt35eS/a282wWtOXiLKLzdfzZFwmk8Fms8Fms6G/vx/hcJiLSHG73ZwRol6v5yJSrFZrykX4eDxeJZkiQVEU4vF4VcmsIivK6wlcILAPHL5bJx8sqWHt2rPhpZdewte//nX88Ic/hFKpxH/8x3/gIx/5CB577DE899xz6O/vl2bgAsESy9XV1bxJJkEQUKvVRSmXJUkSly5dwsrKCiwWC4aHhyV/aLFlMOWgZCYSCVy6dAkOh0P0+VYKyeSfo9VqxYGREUHvsz3xE0lJJpD/JJ0tn6KoBGgaOxPkq9DoDRgcHERtbc2+Hz52Ep9PHuReCM/JZFXCxL7X9lbQRiJRjI+PY2trC62trTvRQLuvK5UK1NfXob6+bqcccgNerxc+nw/Xri1jeXkZMpl8hygwKqdKlX2itjvxFVL+WxplON/PUCoPoYKVXwcD+wgmH/JwCN2f/T1c+eenEW3tyOtYcrkMFosFZrMZPT09CIVC8Pv98Hq9XOkjQRAwGg2cY226iJT95bJ8pZdGrKkVnjvvYV4hANDSKsFSIN9nAk3TuHrVB5KkUF+fWkUiSfK6UzGzoaamBh0dHejo6EAikeBUTpfLhbm5OczNze0YWdk50sma61Wiz0GpUcr4kut58eR6xA3xJAqHwwDSN3azD5jt7ewul/fccw/uvfdedHV1cX+76667IJPJcOedd+J973sfLlzI7EYpNQqRlVlo5S8cDmNkZATBYBDt7e04cuRI3qW+6aBSqUquZEYiEYyOjsLv96OtrQ1HjhwR1QPC78ksV0SjUYyOjsLn86GtrQ1DQ0OQORyC3qv0ugGSlFR5yFeRYss5STKBqakpuN0uGI1G9PcP8JSX/RNZ9pBSu7Jm29eu8krv+Xuye+rW1hbGxsYRi8XQ29uL5ubMC1NMOaQRJpORK4f0eLw7xi8euN0MWTEYDLBYLLDZrNBqdSmJwm65bPYLU8qFa1aNFnsP5etUuzezsRCw/vuP0xJMFvLwNur+5REsf/6P8j7e7uQQ0Om00Ol2I1J8Pj98Pi98Pj8CAabkMV1ECqNkEjv7Sv5c9t5Pu8ZShcl7zQVSLpo4HAHE4wm0tOyv+kkkEjd0fyFbMmu32zEwMIBQKJSUy7m2U1ljMBhQX1+PaDRa9FSASkcpSCaLKsmsLNwQJJO/YpUK7MRdyIMmXTntHXfcgfr6ely8eBFjY2MYHBzMcbTiwaqXa1nKEoVCo9EUNJPR6/Xi7NmziMViOHLkCDo7Owt2LIB5EJaSnAUCAYyMjCASiaC/vx/d3d2iH5Tl3pPJNzE6fPgwenp6mHPU6wEB9yWl1gCST4zyUzJY0ra+vo5YLIaGhgb09fUllYimn8AyDqrSlU5mnyzvKpnJJIf/b6/Xh8nJSRAEMIxIeqcAACAASURBVDAwAKvVInosGo0GLS3NaGlp3umN8nMqJ5tzp1aruf47PlHgZxVmO5dyiJwQa3iUD8FMdU2k6hHlw/rUvwnazvLUzyQhmUDqRRKFQoG6Ojvq6uyCIlJIkhSlhBcigicfSH0/u1ybIEkK7e3mpN+TRCJxwymZmaDVatHZ2YnOzk4kEgl4vV5O5ZydnQUAuN1unD17llM5yzlTuxzAzqeq5bJVZMMN8SRqaGBMDJi+ov1gCVV9fX3OxyAIAp2dnXC5XJiamioqySyUklmITMalpSW8+uqrUCqVOHPmTNq8USmhUqmwsbFR8OOkwurqKi5cuACCIHDTTTflfI+Vc7msy+XCuXPnQNM0hoeHufsRAHDHHcBXv5p1H4HX3yo800Ig8s0+ZCsgYrEYurs70dLSlnKImUiI1K6lmcCF1PN+jPnHXllZxdzcHFQqFQYHByTJwWXiBKyw222gKBpbW1sc4eQTBbPZvEMUEvvGmArlQDBZZPwMSZK5b+XyguRtFoJkKnyZVUxuu80NEPEYaGX+pYRCnG2zRaQAzP22sLCQsic49Wck7WJPrijU8b3eEEiSQleXhasEYt1Sq9gPuVyOuro61NXVYXBwEMFgEM899xw0Gg2cTic3hzIajaivr0d9fT3MZnNVPdsDtp2qFGXG1c+isnBDkEyW8C0uLqZ8/erVq0nb5YpSrbSwZkNSKZn8bEmpVvQoisL4+DgWFxdhMBhw+vTpopWoqFQqxGKxgpDmdKBpGjMzM5iamoJWq8Xw8DAMBkPO+ytHkknTNBYWFjA+Pp7exOijHwX++q+BLOXK63d/oIAjFQ+/P4CJiQkATFlVW1t7zt9vhqTkR0CEHDpVhAlFMZPs+fl5OBwO6HQ6DAwMQKORbgWaLS2VyQjo9Tro9Tp0dLQjFotzyhRDGHYjYK5du4a6ujoYjcZ9xL3UhCAV+J8hEY/B+sRPYP/XH6J2hrlHQocG4X77++C9/e2AQkoTEemvQ0JvBNLkviZtV1MLWtJzEY5UESkTE5NIJBJYXl7GtWvLXEQKq5jX1GiQ7noVc7En9fELt+9gMIyZGTd6emxQKORIJBLVHkOBYK9TW1sbenp64PF4OJVzZmYGMzMzUKlUHDGtq6srSYlouaGUSmaVZFYWbgiS+cY3vhFqtRqjo6P7iIbX68XMzAy6u7uzOssuLy/j1KlTmJqa2ueAyk64AeDAgQPSn0QGaDQaWCwWSctlAelIZiwWw9mzZ+HxeNDY2Ijjx48XtZxHrVaDoiiQJFkUFzmSJHHx4kWsrq7CZrPh1KlTef/oEwQBhUJRNj2ZFEXh8uXLWFpagtlsxvDwcOp7pbMT+OEPQd99NwiS5LLs+Jl21z77EMJDJ4ACTABzmViurTkxMzMDpVIJhUIBlUqZ9wISRVF5TXKFHH8vyZTJCMRiJKampuDxeGC1WnHo0CGudFVq7C0tVamUSUQhGAzi6tWrCAaDnMqpUCg4kmCxWKBUKgo6Ic8HFEVBEQ2j65Pvh/7CK0mvaa+MQfvHn4flmScw9/Xvgc75uZk8gSrEwqX/N34LNd+ZEbSdVNUF+ZwGG5GiVqugUMhx8OChpIgUj8cDANDrdTtutakjUkpFNAuhcO9FKBTD9LQbvb22qpIpAuyiLfusZ59XNM1UZbCEc2VlBY4dfwGz2cyV1ZpMphuS9BS7J5Om6Wq5bIXihiCZer0eH/zgB/Gtb30LTz31FG677TbutUcffRQ0TePTn/4097eNjQ3cc889sFqteOSRR7gHdiKRgMvlwjPPPIN3vvOdScf46U9/CrfbjSNHjhS1VBZgCEhDQwPW1tYkUetYshCJRATFa2QCv1fv4MGD6OvrK/pDmSV4xcjD4hsadXR0YHBwUDJDI5VKVRZKJn/RoLm5GceOHcs8qXnHO+DSaLD5wJ+g+9VzIBJMiWHwzBvgeu/vYfPULQBFl7x3iqaBhYUFLC8vQ6fTYmBgAK++epkLN08H4f16+U1ys5UcJpNMAuEw4yC7ubmJ5ubmnT7ZnA4tGOnOUSYjYDabEArZEAwGMTg4iHB4Gx5PssuoyWSE2WzJ6DJaSjT/+Zegv/BK0iIJCxqAYeRFtD78EK79nz8Tve9Un20hvg/uu+5B/T99F/LQVvqxyBVYf4901QXSZI9SABRJESkkmUAwGNwp0fbi6tUlXL3KRKSwrscWi5lb1CwF0Sw0wWQRicQxPe1GOByD1VolmULAJ5l8EAQBvV4PvV6Pnp4exOPxJJVzamoKU1NTUKvVXCan3W6/YRTkaDQKgiCq0S9VZMUNQTIB4E//9E/x3HPP4cMf/jB+9KMf4cSJE3j66afx4IMP4tZbb8VHPvIRbtv//M//xC9+8QsAwCc/+UmcPHkSwK5M//GPfxzxeBy33norampq8PTTT+OjH/0ozGYzvv/97xedRBEEgcbGRkxPT0tCMvnlsvmA7UcEgFOnTuUdr5Ir+FmZWm36fLF84fP5MDo6WjBDI6VSWXKSubm5iZGREYRCIVGLBv7uw3jyno9j6IEe1ClkSOj0gF6fNNkrhCOk0N2wDrIejwcWiwWHDx+CQqGAQiHj+ggzQShBzidLM3tfG2uqQ2F7O4TLly8jEomip6cbLS0too6VDzJP5JkxqtUqWK0WtLQwLqN+fwBer2entDaw4zKqgdVqhdVqhdFo5Nx+SwWl2wnrk4+nJJjArkJvfeLHWPnY55AwiTdVSgWpSRFpq8fCw99D16c/AHk4tO91Wq7A1YceRvjAAKQs182/v5ROyskEAIVCDquVidGh6V5sb4d2VE4vXK51OJ2pI1Lk8mL1SRfX3TYaJbG0tIn6+sbsG1eRlmTuhVKpRGNjIxobG0HTNDY3NznC6XA4sLy8DACwWCxcLyejppfZKplEiEajUKvVJZnrXq/X9HrFDUMyjUYjXn75ZTzwwAO4++67sb7+/9n77vhI7vrsZ7Y3bV/1Lp2uSLqzfUV3Ng5gEgeDCd2EYkjixJS8gQQI5g1JcEIglRdCAsQU08M5xGDs2IAhYANxkO7OV9TbSae6krZJWmnLtPeP2Zmd7TO7s2re5/Pxx7Z2duY3ZXd/z+/5fp9nFc3NzfjQhz6EBx54IKV889Zbb0V7eztcLldK5mVLSwsGBgbwrW99Cx//+Mfx+7//+6BpGk1NTbjnnnvw4Q9/GE1NTbtxeqirq8Ozzz4rBDGXAp5kFpuVKe5HNJlM6OvrK6kfsVTw51POUtP5+XlcuXIFarUa586dg8fjUfwYWq1WUsxOubC6uoqLFy+CpmmcOnVK6AWWAp+Pe5ZIrQ5kNXdtVDsQ/yFlgheLxVMUv46ODsFQhCDUBZVMbjvpk8nkQpDcCWghR1buc7+1tYWZmVkAQE9P946Ya6UjF9FMEuHk37j8OjdqaqpB0ww2Nzfh9/vh9/uxuLiIxcVFqNVqOBx2uFxuOBwORXtKpcL27I85FT4PCAAEScL+85/A/1v3yD5G9gmU8nmPGyfPYeTbP0T1I1+B66nvQbMeBG0yI/jrd2P1t38Xka5jIAiOTitFkkr9TNM0k3eCyZlZW2A2m9Hc3FQwIsXt5hcvyqX67Xx8CsMwoGkW8/NhrK9HYLMZd/T4+w1SSaYYBEHAarXCarXi0KFDIEkSa2trAukcHR3F6OgoDAZDisp5kFQ/nmTuFCqlsvsXLxiSCXBE89Of/jQ+/elP592uvr4e09PTWV87ffo0Tp8+XY7hlYTa2lpQFIW1tbWSFUNxT6ZcUBSF559/HsvLy3C73Th16tSuN8qLy2WVBsuyGB0dxeTkJCwWC/r6+hRx7cwGrVa7az2ZMzMzGBwchE6nw7lz5+BwOCS/NxjcBklyPxJiwrZz8R+5J7fhcBhDQ0MJxa8TjY1J4qxSEVCpVGV7brh4BekT0UJVdzzJ9Hq90Gp16O3tRVVVeZ5FKchGNPkxZjtnLgcx6TLa1taKaDSW6L3zIxgMwefjzIMsFgvcbhecTheqqqrKXlZLEJzbqlSoN9YVPLqyEyz+nsQbW7DwgQex8IEHoWJoMKpUspVc8Nn9rEl+zGI32UKQEpGiVhOw2exwOjnFnDMPUmrM5TX8yQb++1WlUmN62o+WFgdcrvJV7+x3FEMy06HValFfX4/6+nqwLNd7zmdyzs3NYW5uDgRBwOVyCaST+87av4pcLBZDVVXVjh2vYvqzf/GCIpkHGTyxXFpaKplkajQaqNVq2Urm9vY2+vv7sbGxgba2NvT09CjWj1gKykUySZLE888/D6/Xi+rqapw6daqsq5U6nQ4URe2oSy7DMBgeHsb169dhs9nQ19cn5M5KAcuyWFraEPU1Uymv5T92efunfD4/RkdHAXDO0umZkSzLleNJ6akqboxyyTSbc8LPssDCwjxHhjQa3HLLzXsi6y29PFh4bMl4SjxGrmtgMOhRX1+H+vo60DSDUCiEQIBzquX773Q6HZxOZ8L0xV60qRhXipX6N5blTScA0iW9OoF0K1fJoPTzn+1xTieYSSi34FMKT+VckpmMclmpx8gXkcItYgQxNTUFk8kkPEvpESlyQBC7E8PDMDzJVIFlWczOBkBRDGpqdo4Q7CfwJFOpXkqur9wOu92Ow4cPIx6PCz3nq6ur8Pl8GBkZgdFoFMyDPB7Pvso1ZVkW8Xh8V8SDCsncf9g/T3YFeaF0VqbBYJClZPp8Ply4cAEkSeKmm25CS0uLIuNQAkr1mIohJtQdHR3o7u4u+xegOMZkJwwGSJLExYsXsbq6itraWpw8eVL2j2EgsI1olBTel97fWKiETon4j2zEbGFhEVNTUzAY9OjpycyMTConamHiVi7IIdPZrhdNMxgfH8fq6ipUKqC6uqZogpnsi1UOwqIITaPhv5/ELf/5DdTNc07ckdZO+F7/Fqy99q2AIf/ihVqtEvrvOjs7sbW1JaicXq8XXq830X9nE1ROkyl1nwQBEVFhBRLJjzPfsxh6yZ1g/t4AVSz/4httsmD99l/Pf1HSUIiAKVU+nu+zlO8YSiz48Oq9XGWWPy5HdguRTGn7zoxI2UAg4IfP58fCwgIWFhYyIlL0eunfubul/vLfr2IH6YWFEEiSRmOjyBGfJIHHHwe++10gFALq64F77wVuv135L4A9DH7huVwkT6fTobGxEY2NjWBZFqFQSCirnZ2dxezsLFQqVYrKabFY9jSZoigKDMNUymUrkIQKyTwgECuZSkCv10tWMsWllLfddhtcLpciY1AKPDlTSsncLUK9kyRza2sL/f392NzcxKFDh3D06FHZP3wsy2J5mSsx5Cc96f2NUiZjpcd/iPfFYnp6GouLi6iqqkJPT0/WySN/LJVKBZpmJJGvUiaWUsl0+u7jcRLDw8NYX19HXV0tlpe9RR8/Go1Co9Ek1BuuVDibulcU4jG0P/Bu2H/+YwDJCBvj7BSaPvnXcD71PUx+9lugrfa8u+FBEIDFYobFwvXfkSQlEM5AIICNjXVcvz4No9EIl8sFu90Ju90OlYoAyxa3YEFb7Vi95x2o/cZDOd1lCQArb7kPjLm4MuVcnzGlSEu+56vQMZQgmsWUkPLbc+XUhR9GudeKi0ixwW63oaOjA9vbEfj9fgSDwbSIlCrBsTZfiTZB7GYeJx9flKpMr6xsgqIYtLQ4QIyPA696FTA1lfrmL30JePGLgUcfBfbYb3i5QJKkEA9WbhAEAYfDAYfDgSNHjiAWi6WonGtraxgeHobJZBLMg1wu155TOXc6vgSolMvuZ+ytp7eCosGTTCWzMjc28vcgMQyDwcFBzM7Owmaz4cyZMzCZTIocX0kQBAGdTqcIybxx4wauXr0KrVa744RaTDLLCb/fj4GBAZAkiZtvvhnNzc1F7mcLsRhXHqtW80pmfuOUXChlgsv/QFEUhZGRUQQCAXg8Hhw+fDhrZqT4OGq1GizLgmGYgu6mpapN0sh08rXt7QgGBwcRiUTQ3t6O5uZGLC97Zau+FEUjGo2AYVgwDA2dTg+AFSb1BFE64az/3D/C/vMfC0QsfTfm0UG0/tUHMf3JLxXcV7Zx6HRa1NRUo6amWlCmuFiLAObmFjA3xylTDodTIAo6nfzS9sU/fABa3ypcP/he5rgA+H7rTVh555/I3u9OQIm8xp2OABGrmFwOa+H2i1I+hyzLwmw2wmhsQGNjAyiKFkq0pUSklHr8UsEv4mUzM/L7t8AuL6P19b8BItc84dlngbvvBn7+c+AAGdXkAkmS0Gq1u0Je9Ho9mpqa0NTUBJZlEQwGBZVzZmYGMzMzUKlUcLvdQmltufwe5GA3SCaPCsncf6iQzAMCpUmmXq8HRVGgKCrrSlosFsOFCxfg9/vR0NCAm266ac+tuImh1+tLKpcV9yZarVb09fXtOKFWWpHNhrm5OVy5cqVkEs2pmJvC/xMEN/FJVzLlTMYYIUtTfsldLBbDtWuD2NraQnNzM9ra2nISJvE8XJw9uRMRGoUm8fz1CoXWMTQ0BIZh0N3djepqt1BOKIdIUBSFSCSamMATMBiMCSWIEfUjsiKFhABBqBKkU9oxVFtheB79FoDs0R8Adzftzz4N/Y3riLW0ZxBJ/rz58eR7blKVqXZEo1H4fH6hl3NtbQ0AYLVa4XQ64Xa7YDZbpJ2PRoMbH/tn+O9+Azz/+U2YRq8BBIGt7hNYe8O9CJ88BxCE4kSs3Comdwyp+9k5oskfgx/7Tkwyxeen0ajhdnNOtCx7KKVEO1tEisvlgslk2rWK0yTJzP5dZfjC53ITTB6/+hXw2GNAWhb4QQRPMncbBEHA6eTygY8ePYpoNJqicq6urgIAzGZzispZPmfk3NhNJbOC/Ye9ywoqkAWDwQCn06mokglwXyjp5HF9fR39/f2IRCI4evQoDh06tOdXmHQ6XdGRLEr0JioBvkS2HEomy7IYGRnB1NQUqqqq0NfXV1Km6NpaGPF4qmqZnWTK+/EoJktzfX0DIyPDiMdJHD58GHV1tTm3TSdp/GSNpmlotfnvuVI/hIXI9MrKCsbHJ6BWq3HixAnYbFahRJCbHEsjmbFYHPF4XFCITCaTyOhEJZBMhmFEZJMFQIOmackqp7X/F1Bvh/OOhX+r/Wc/wMrv/GFBIikHBoMBjY2pyhSvcvJ9UXq9XjB8sdvtWRXu5GAJbPbdjs2+23NuIpeIFXp2Sr0WUsYi5/ktlmjKEVLF++dLnKX8zijx3GQ7v/QSbXFEit8fQCi0jtnZ69Dp9EImZ8FnSWEkSWaW7yqWhfvx/5C2oy9/uUIydxEGgwHNzc1obm4GwzAIBAIC6bx+nYviUavVgspZU1OzY4veFSWzAjmokMwDAoIgUFdXh+XlZUXcR8VmOWKysbi4iMuXL4MgCPT19aG2NveEfS9Bp9MVLP/NhnA4jP7+foTD4aJ7E5VCucplKYrCpUuXFHPJZRgGXu9mxt85kplZLit3siruzyg0MV5dXcPY2BjUahVOnDgOuz1/z186QeMna1KIm5KLrdnINMsCiyPDsDz2bbxicRYOmw2xmRMI3P1GUHYuUoYgVAV7DhmGRTweQzzOPUcajQYGgyHDSZMzySGE/i6WRYJwMokSxqTKyZNMscrJ/00Tlv650yga/ZFl/ynKFLC1FRZUzuXlZSwvL0OlUsFut8PlcsHlcqaYKOV6VrM9i+nOuqWi2L5MOU6ncko9izs/qdulXmd+TFLKZZVc7Mn33ZQSkcKwCG+FE/muyYgU/lniFfNyOz4nKw4yr5NqewvagE/ajtL7NQ8oSJLcEyWo+cCXzLrdbhw7dgyRSCRF5VxZWQHAxTqJVc5yOfvzlVQ7RTL535kK9icqJPOAgCAI1NbWYmxsTBGSyf8Y8uofy7IYGxvDxMQEzGYz+vr6djQnqVTo9XqQJJnoe5P25bu6uoqLFy+CpmmcPHkSjY2NZR5lfpSDZEYiEfT392N9fR3t7e3o7u4u+cdpdTUMksx0ZNVoNBnusqUgqdxlj/SYm5vDzMwMjEYjent7Cq70ZttXslxW2riVLCMUk2maZhB/+LO46+HPQBcXKfI/fgINn/sHLLz3I1j77d9NKLH5zVui0ajQG6vTaaHT6SVFNXAlzyqIVU4gtawWYEBRvMrJEc64U070R7XkbUsFp0xZYLFY0NragnicFFSpYJCLtpic5ErUeIdRXjXORK7yZjZjsSD/mHLfh2J7/eSQU7lEVu75AdI+I+kGQeJybSlQqi8yJ9FkWdh+/mN4vvN1VF3uB0FRiLR3wfe6t8L3qnsQJVSJstrks8RHpPCLF1Zr8REpucAv4vFllOIKA8LAkYJsplUZ2IPeCuVAPB7fk0pmPhiNRrS0tKClpQUMw8Dv9wtkc3p6GtPT01Cr1fB4PALplBM7Vgj8nHAnHO7TUVEy9x8qJPMAoa6uDs8++yxomi6ZKIiVTHEepMfjwalTp3blC6YUiLMyC60msyyLmZkZDA0NQafT4dy5c3A4HDsxzLxQuiczGAyiv78f8XgcJ06cQGtra8n7pGkGKyvZSyNzZa+WskqZbRLIMCwmJsbh9a7Abrehu7sHWq1Gkntm5pj5ctkdTlUXIR4nsfWNL+Jl//YPWV9XxeNo/qePgtXrQdR15FRdGYbF9va2oDzqdLqCsQw8geD/zcd+8JmdgDpLWS1/T7my2sAtZxF3uqHLo6KwAKDWIHDnqwpcjfJBp9OmxFqsr68nlCk/5ubmMD8/D7VaLRBOp9MplFDne7b4P++GIcxOOJ0mz08q0czfU51tzMlyWWm/a0pGiCQVW5b/A1o+/mG4v38+ZTvT5Cia//7P4Xr8EUz+yzehr6tFXV3yWeJ7gufn5zE/P59iROVwyItISYKvIOCHxgj970BaLI9ai43Tt8J64bnCu73zziLGsr/AMAxomt53cxkxVCoVPB4PPB4Puru7sb29neJW6/VybuNWq1WISHE6nSXND+PxuJClvhOoOMvub1RI5gFCbW0tKIrC2tqaYARULHgitrGxgV/84hfY3NxER0cHjh07VrYyjHJCKslMd8zt6+tTdBWwFCipZC4uLuL555+HWq3GuXPn4PEoEx6/uhrOqVZqNJk9mUDpE28x0SRJCsPDQwiF1lFbW4NDh7oEophvkp9LXeFLRbONOxuUJhGRSBSDV6/izY98ueC2Df/699B97PNZSSZNM4hEtoUJs9FoEPqKs/VTJtVJQEwss6FQWS2j0WLpbe9E62c+njf6Y+01vw3aU6NEZWnJUKkIOBx2OBx2dHZysRZ8jiKvGsgzfOFzHnMp74VPujgVU977in9+859f+rb5kG3M4kih3QCv2LIsgZpvPAT398/nVATNo4No+8v3YeozXweQ+ix1dLQjEokKPcFiI6pcESnZP5+pn03+elEUDZbN7i4LAKtv+j1YLzyXX83UaIB3v1v6xdmn4H9H97JhoVyYTCa0tbWhra0NNE3D7/cLjrVTU1OYmppKlHlXC6RTbgl3LBar9GNWIBkH59NVgUAsFxcXSyaZPCmbm5sDgJKiLPYCxMpsLsTjcVy4cAE+n29POuaqVCpoNJqSSCbLshgfH8f4+DjMZjPOnj2rWE8Kp2Jm9mLyUKs1OclaqcoDw7CIRKK4du0aIpEI2tra0NzcLNHlMffEWG65rJK9I+vrGxgaGkL96FXY/asFt9esB9F2dQDTp1MNaSiKSijILDQaFQwGY5rSoZzJDpC9rHblzfdBu+pFw/lMskwACLz05Zj7wIMAu3tB9vlgsZhhMhnR2NgIiqIQDIbg9/sQCAQRCnFGHAaDHi6XWzB8yebwqUQUj1QUo2KWet2l5L3mG1OuMSfdZaWNoxyPD8sCKiqOmn/nnuF8Tsm2556BYWoM0c4jGa8bjalGVOvroUQuZwBzczcwN8dFpDgcTkExl/o7xH9P5SLj6y/+Day8+T7UfDv1c8iTTpYgQHzxi0BHh6Tj7Wfwv6P7WcnMB7VaLZDJ3t5ehMNhYYHM6/UKmeo2m00oq3U4HAXJ3E6TzL32W1CBPOydGXQFJUOpGBO+XJTHbbfdBqfTWdI+dxtiJTMbNjY20N/fj+3tbRw5cgRdXV17cuVMq9UWTTJpmsbly5exuLgIt9uN06dPK/oD6/Vu5i0rVavVYBhGmGiLUWopYSgUwtDQMBiGwbFjx1BdnanM5lYxc7te8mRMTrmsEmWRa2s+jI6OQqVSoUcnXb1xrC4D4K4vy7KIxUjEYjHBQdZgMAmv7QR4lZOiWDx1x2/BUt2Is88/h7qZCYChsd15BCuvfTNCfS8GQahAUDRUKgJqtWrHS0vzQWympNFo4PG44fFwsTGbm5uJXk4/FhcXsbi4CLVaDYfDLriMGgzJSVk+IlboK0def+XOqJ/pkJL3musYuf6eLJmT9lko1/NtvjwAbYEFH/4WOn/8X1gSkUyxIskPT6NRJ3o0eSOq/BEpTqcTZrM553PCf0/lLGUkCCx+4KOIdB1DzTcegvH6hDDmjVO3wvu7fwjTr78Cu+s+sDPgf0f3W09mseD7z9vb20FRVIrKOTExgYmJCWi1WkHhrK6uzkomY7HYjvpxVMpl9zcqJPMAoa6uDgCEFapiQNM0rl27hrm5OahUKlgsln1PMIH8JNPr9eLSpUtgWRanT58uWQUuJ7RabVE9mdFoFAMDAwgGg2hpacHx48cVLT2jKBqrq7lVTCBZlsT1DCv31bO87BV+IHt7e2G325As8QQIMg71xjpocxWQVhpUyHlTnJO5E2BZYH5+HtevX08YFvXC4F+Q/H5GpwNNMwmDH66fmmVZqNVqGI1GxY1GpGB7O4LBwUFEIhHUvOzlCLz9PgQgLqtlgZSYFE595SbKfETKjg9bQD7CRBCA1VoFq7UK7e1t2N6OIhgMwu/3IRgMwefzA+AmeDyZqKqqyiBiShPHUnoxlVCSCym22Y6Rb8z5XFNzoRw9sOr1oORtNRvBlCiiQhUD6REpJEkhGEyNSOEVt+rW0gAAIABJREFU81wRKTRNQ61W5/+8EID/VW+E/+43QD83A014A3FXNcha7ndvc2UTFMWgpaWwqrWf8UIjmWJoNBpBvWRZNkXlXFpawuLiIgDAbrcL29ntdrAsC5IkK+WyFUhGhWQeIJSqZIqJSGNjI2KxGDY38xOH/YJs5bIsy2J6ehrDw8MwGo3o6+uDzWbbrSFKgk6nw/b2tqz3iHNNe3p60N7ervgXtte7WXBSy6+uUxSVkTlZzGSQZYGZmRnMzc3BbDajt7cHBoNBmLwap8ZQ842H4PjxE1DF42BVKqzfdgdW3voHCJ86B6DwhDqpZGZGr+RCsZN0hmExOTmJ5eVl2Gw2dHd3Q6fTYvP0rWATM+Z8JXoEgKVjN4NhGEQi0ZRJlF4vzUFWaYRC6xgeHgZN0+jp6Ybb7RZe48tqVSoCNJ2MQ+En4zTNETGSlJ7JWQ7IuZUGgx51CcMXmmZSzINu3LiBGzduQKfTwel0JEprHWUx0NgNk6F0FCwNZlmo10MgKBKU3QlCp8055mLUjHKUXVMOd+GNEiDtrry9zIWg1YoiUkSKuc/nT4lIcTgccDgccLtdYJj8pn8p14QgEGtpB5nlHvn9W6AoBu3tpZnE7GW8kEmmGARBoKqqClVVVejo6BB8PXjSybfX6HQ6uFwuAHmU8jKgUi67v1EhmQcIpZDMYDCIgYEBRKNRdHd3o6OjA5cvX4bP54MSkSi7jXQlk6ZpXL16FfPz83A4HDhz5kzZM8yUgNxy2eXlZVy6dAkEQeDs2bOoqalRfEwkSWNtLbujrBj5CJvcHxKKojE+Po61tTU4nU4cO3Y0pW/J+sv/RseH3gmVWPVlGNh/8RPYf/ETzH3wr+B78+9JJsZyymWL+U2kKArDwyMIBoOorq7G4cOHhZ6+eH0T1m//ddh//uOc7ycAhHtvQbC9C/T6OkiSlOwgWy4kM0rVOHHiBOx2W877nM88iCtnTs/k3BnCKad/Mv3U1GoVnE4HnE4HOjs7c5ZCOhw22GzS3KuljKVUR1kl53RZiSZNw/m9R+B55KswTY0BACibA75Xvwkrb7sflDOTyPHPzW4TnvCJU4jX1EO3krtaiF/wCfzmqxU7rlgxb21tRSwWF4yDQqEg/H4/pqamBBUzFApJjkjJdb/X1yOYmFhDZ6c7RS09KKiQzOzQaDSoq6tDXV0dWJbF5uam4FjLu9VOT08Lv1U1NTWw2WxlnyPu9znoCxUVknmAYDAY4HQ6ZZfLzs/P48qVK1CpVDh37hyqq7msOr1eD5ZlEY/Hd6U8Qkmo1Wqo1WrE43FEo1FcuHABgUAATU1NOHHixI6uzJUCnmQWIv4sy2JqagojIyMwmUzo6+uD1Woty5iWlzckTWr5iUou91mpykMsFsfQ0BA2NzdRX1+Pzs7OlMmUdtWL9g+/J5VgItWoo/mfPorosV5sHj+V91jFlMvKJczRaAxDQ4MIh7fQ3NyMtra2DOI0938/DuP0GPSL86nHAndepNOD6b/8JJiNLdA0Da/Xi+pqD3S6nQ8aZ1lgYWEB09PTQsmvxWLK+Yzk6s0TmwdpNNzCEE82ecIJcESQz+RUeh4ih6zlu+/ZSiH5HEXO9CUEAPB6VwAQcLlcsNlykYT8ESClQmnlICUChCLR/uH3wPHMj1K20awHUfv1f4Pj6Scw8dAjiDc0p+1DXk4mUCYlV6OB9x3vRvM//EVep+TgHXch1lo+8xy9Xico5uK4naWlJdA0gytXrmZEpBiNetnOxltbcYyPr+HQITd0uoM1XeQXnCskMzcIgoDVaoXVasWhQ4ewtLSECxcuwO12Y3NzE2NjYxgbG4NerxfKaj0ej6LXtKJk7m8crG+NFzgIgkBdXR28Xq8k9ZFlWYyMjGBqagoWiwV9fX0pTqO8srdbltVKQ6/XY2trCz//+c8RiUQExXY/rZDxX95cyWn2L3KGYXD16lXMzc3B6XTizJkzZbt/8TgFn29L0rZqdbInMxukkMxweAtDQ4OIRmPo7OxAQ0NjBrFwf+9bUEcjBcfj/vcvFySZyZxMae6yPKQqYJubYQwODoIkSRw+fBh1dbVZtyM9tRh7+DE0fP4f4fzBY1DFuLxRVqNF8GWvwNy7PohNlxt2lR/hcFgop9Pr9UIvYC7HUyXBssDU1BQWFxdhtVrR09MDXZ4ySO49hSMtAG6FXaxoJskmCz6TU0mVsxgXWKkLJVqtBjU11aipqQbDsAgGgxgcHIRKRWBhYQELCwspJMHpdEGn0ybGlduoqljn2mLPQyr4CJDar3wWjmd+lDNCQ+9dRMeH3oXRbz6Z4oIkNyeTP2Y5sPbGt0O/vICabzyU8RoBYPOWs5j96CfLcuxsEEekBINcH2htbV1GRIrVWpVwq02NSOH3keu5iUZJgWgaDAeHkB10d9lygP8dPHz4MFwuFzY2NgTzoLm5OczNzYEgCDidToF0cs9a8V/EFeOf/Y0KyTxAIAgCtbW1GBsbK0gySZLExYsXsbq6ipqaGpw8eTKDtPAkMxqNlk0F22mEQiFoNBr09fWhtjb7hH4vg79H8Xg8K8mMxWK4cOEC/H4/GhsbcdNNN5VVpV1e3pA8mRMb/2RH/v34/QGMjo6AZYGenh643a6s29l/9qOsf8/Y7pmnudl6nhI8vnyzHMY/Pp8fo6OjIAjg+PHjcDjsebenXB7c+PN/wML7PgLj5BjAMIh0HkbUbEU0GgVLMfB43GhoaEAkEhF6AXnCmc/xVAlQFI2xsVH4fH643W4cPXpU6LksRHykkBrOIRfgzICyZ3IqqXIWQ9aKIWcqFeceCgDV1TVoamqEz5eZo2i1WuF0OuF2u2A2W7Kej1K8qiwxMrEYPI98ldt/ns1M40OwPN+P8Mmzwt/4eyF3olmW8yAILLzvzxF88W+g+j++DsvlfhAUhWh7F3xveCsCL70L0OwOGaNpGgZDakRKKBRCKBSAz+fH7OwNzM4m+4K57wJHgmjlvk7xOIXx8TV0drpgNu//BWfgYOZklhu8p4Ver0+4Httgs9nQ1dWFeDyOtbU1obTW7/djZGQEBoNBIJxut1uWyllRMfc/Kp+uA4a6ujo8++yzCQfP7JPnzc1NDAwMIBwO49ChQzh69GjWH28p2ZL7ASzLYmJiAtvb2yAIArfffvu+Jc38qmu2vkxxDMvRo0dx6NChsq7+xWIU/H7pJkTJ/sbsJDPfpH5hYRFTU1PQ6/Xo7e3Jm+2p3ircHwoAKooEEY+BNRhzb6MiEnET8pTMQlhYWMDU1DQMBj16enphsZgLvocna3SVDeFb+gBwpcPxaFRwkDUYjNBoVNBoLKiqsqC1tUXUv5XpeOp2u7IqG3IhLmFubGxMVAhwr0mZKEglAyybjILg1bH0TM5cKidPODmlM//JFq8Ilj4p0uv1aGpqQENDvUASeMI5OzuLGzdmodPp4XRyKqfd7oBGo1ZMxQTKM7kzX7sEbSggaVv7Mz9KI5nyy2U5KH8efPzM1k1nMHPTmYzXuWe5PMcuBJqmU/onNRo13G4XPB43OjrYnH3BdrtNyOXMFZFCUTQmJtbQ3u6CzZb7O3O/gCRJaDSaXe/z3U8Qk8x06HQ6NDQ0oKGhASzLIhQKCeZBvOkZQXCtADzptFgskuYofIVKBfsPFZJ5wFBXVye4g2WL4lhZWcHFixfBMAxOnjyJxsbciVj8FwkX5L4/QVEUrly5gsXFRej1+h3PeFIa/CpgOsnk7+tOxrAsLa3LmoyK3WVzId0Vk2E4B+DFxUVUVVWhp6enoJEN6amBfrlw7AdltYHVFzZ7UqlUsox/gNyEWVxOKvV8kvtM3X88HkM8nlyNNxgMAtEQEw5x/1aq46kvRdngymqTpEUqtra2MTg4iGg0is7OTjQ2NgivSVeS5Pc+pu9bbB7EE07uH07l5Akn/958ZbXFkrVSBW9+IsXfQ54kuN0usOwhbG2FBZVzeXkZy8vLUKlUsNvtcLmccLlcChmYKU+QpC7+ZNtWbk4mD4JQQZxxqgQKVTWIq4h2WojhonFSP7v8d0GuiBS/n3uegsFQIiLFkFjAyCyx576P/WhpccDlKrwwtpdBkmSlH1MmYrEYCIIoeN04QzPO9fjw4cOIxWJYXV0V/vH5fBgeHobJZBLMg9xud4aqXFEy9z8qJPOAgc/KXFxcTCEaYiMYg8GAvr4+2O35y/PEPZn7EZFIBP39/VhfX0draytUKhWuX7+et59xryOdZLIsi5mZGQwODkq+r7KxtgY8/jgQDAI1NcBv/RYiOhMCAXlRKlLiQMTEgaIojI6Owe/nyi+PHDkiifz4734DLNcuSdpOinynVqtl92QCmYQ5vZxU6vlw+0peFy4DMwqKooQf/PTS1xSzlZRzyXQ85SeZmaSFI535SEsoFMLQ0DBYls2IKJGDYsgZVz6bXb3jCSdXmKmSVVarVpeiCCo3KUq/hxxJ4ALV29p4h1E+QzGIQCCAyckpmM1mgSRYrdaiomvKMbeL19TJ2Da1laFYd1mlJ6m8iintuAQIIn82ppLgYn/ojPaIXMdPj0jZ2NgQFHNxib3dbhdUcz4ianY2AIpiUFOzfxdsKyRTPuLxOHQ6nWxVkavOaEJTUxNYlutB58tqZ2dnMTs7C5VKBbfbLZBOi8VS6cc8AKiQzAOGbDEmNE3jypUrWFhYgNPpxOnTpyWtdms0GqjV6n1JMoPBIPr7+xGPx9Hb24u2tjZMTk4CyN3PuB8g7slkGAaDg4OYnZ2F3W7HmTNnYDQqWMYUiQB/8ifAV74CiJ1azWZE33Yf8Lt/zNl+SkQhd1kgOSmMRqMYGhpCOLyFpqamRLantOME7notar7+bzAs3Mi5DWWpwupv3ydJaSu2XFa8b85BdgjhcFj2+QBIIZjb29tClIderxcMYbK9J6moZCdivLLR0tKMeJwUSEswGEiQFm4bp9MlkBZ+3CsrqxgfH4dGo0FPTw+s1tQJp7zyzWKVwwJZjAlILatlGBoUVZp5UDFlq/nyIdP3p/UuwvNf/wndjetg9HpsnP01hF58J4LhbWHBYH5+HvPz89BoNHC5XAnDF2dGPq3S55EPkcM9iHQchnF6POc2LAAQBPyvfH3K33liJ3eyqSzJJGT2ZrNCefdOKDL8QphYeZR6DwkCiSgdq2gBIzUiZXISogUMJxiGBUnSaGxUeFFzh0CS5L6ILdtLiEajJZsI8sZATqcTR48eRTQaFcpq+XzOoaEhmM1meDweQeWsYH+iQjIPGHglk48xiUQiGBgYQCgUQnNzM44fPy7ZCIafxO63ctmFhQVcvnwZarUaZ8+eTYlkAThl1mzen6U+fE9mNBrFr371K6Es+uabb1bWwIAkgde8Bnj66czXtrbgeOgzaJ1fwOxffUqSGggUdpflQGBjYwNDQ0MFHVdzgTGaMPmv38ShP7oXhvnZjNcpmwNT/+/LiNc3AnnUsOS45ZfLAskJbjgcxuDgEGKxGA4dOoSGBnmlzPz4KIpGNBoRFC6j0VDwnvN9i+mqajbodFrU1taitlYci+CD3x8QnAO1Wi2cTicArkTbZDKht7cXRmPmZE2uOlksqZFKNHnky+Tk97cbmZy5IJwfSaHxnz+O6vMPgxBdXM9j5xGvqcP1v/0cHMdPAujA9nZEWDDgJ3AAYLfbBOOnXL13SSgclUIQWHrn+9HxoXdmfZl3nPW98vWIN7amvlaCoqEUycvn6psP+RR3JZEkmcnvBHnHTN7vXBEpqQsYnPtxR0cDTp7s3HeELR6P7+vWmd1APB7P64dQDAwGA5qbm9Hc3AyGYQSVc2VlBbOzs1Cr1RWSuY9RIZkHDLySubS0hB/96Ef44he/iHvvvVdQ84opc9gvJJNlWYyOjmJycjJrJAtP0OJp+Yn7CbySef36dZAkia6uLhw5ckT5cpJvfjM7wUyABeB66rvwv+J12Dz7a5J2SRCcmpmPZK6urmJ0dAwqlUqS42ouxBtbMPLtp+H4yRNwPfVdaH2roKusCL7slfDf/QbQ1uR+C5EUtVqTt480NwgEAgGMjAyDZYHe3l64XE7Ze+EIJoVIJCpMWDmDH2mLRfz8Ws5kWxyL0NEBbG9vIxAIwOfzCYQF4Iip3++Dy+VOIZo7MakWQy7RFINXOQlClSDwyXLaYtxqyyFaMQyLpk9/DNXffjgr7dOtLOPQH74NY1/5HqKdR2AyGWEyNaKxsREURSEYDAkkIRS6nui908PlcsPpdOaIt1H+REJ33IW5B/4GTf/4URBp1QEEgOBL78Lc//1ExvuS11++SYsSJJMgiu/TBUp7PqUfI/UayT9e9m3F3wVAByKRqPAs8e7Hg4NDOHyYI6U1NTWw2+17usSRZVmQJFmJL5EBlmURi8XgcmV3dVcCKpVKiNw6duwYwuGwsNhXwf5EhWQeMPAkc3BwEH/7t38Lo9GIj3zkI2hvby9qfwaDAeGwdMOG3QJFUbh06VIihL4ap06dyiiJ5X9Q9mP5L4/19XUAXKlPIeOmkvD5z+d9mf/K9zz6TckkE8hN2FgWmJubw8zMDEwmI7q7e2A2m+SMOHOfBgMCd78RgbvfWHDClW8SyBn/yC+XXVxcxOTkJHS6wo64uaBSEYhG44jFYgmCqYLJZCqyz664iS5BAGazCXq9DsFgEAAXp6HX6xEMBhEKrWNqahomkwkuF2dSU1VVVUT/nKzNM5CrD1UqeKVSrU6athSTyVkKock1mdIt3IDn/Fdy5ksCgDqyhfqH/h+u/+MXUv6u0Wjg8bjh8bjBspy7eCDgh8/nx+LiIhYXF7PG25SLEPnf9A6s3/oSeB79Jqou/QoESSLa1om1170VWyfPZqU6pfVmlX4eShBV7jtGWk9nMUgvl5V7GKnnZzRmRqQEAgFMT3PmQePj49Dr9aiurkZtbS08Hs+ea0/hf4P22rj2MiiKAsMwO5qZrtfrKyRzn6NCMg8YNBoNGhsb8dhjj6G1tRVPPPEEenp6it6fXq8HSZJZDQX2Cra3t9Hf34+NjQ20t7eju7s76wR3vyuZN27cwNWrVwEAbre7fASTYYBLhY1zAMA8fEXWrrOZ6DAMFzHj9Xpht9vQ09OjeHaZlPlTLqKpVsubGLIspzTPz8+jqsqC7u6eIjMpCWxvR0GSJFiWTXGQLRbFKirintLm5uZEVQS3v42Ndfj9nKoxPz+PxcV5qFTyewGVKGnky4NZVl6pJ0FkXpN8ZbXp5kE8yeRVTpVKHikptK378f8AUShHFID92aeh8a2CclfnOE/Aaq2C1VqF1tZWRKOxhMNoZrwNb/xUVWXNqdoWA4YB4g3NWHzvn+UcI5B6/Yo1/hG/t1hkezaKBef+Wh5FU1wuW3xfsLzPTar7MUDTMVgsFIJBHxYWFjA/P190bEU5wRvnVUimdOSLLykXKu6y+x8VknmAEAgE8KY3vQkLCwvo6OjAwMCA0D9VLMQOsyZTacpSOeD3+zEwMACSJHHTTTehpaUl57b8l+N+I5ksy2J4eBjT09OwWq2Cjfh+BEcyk0omSVIYHh5GKBRCTU0Nurq6oNWqFZ2EyVEhsqlhKpV0d1maZjA6OgqfzweXy4Xu7mNFTYy5iJII4nHuWul0Wuh0+pIIpnjfciah4fAWhoYGEY3G0NXVhfr6pEuoSkXAbrfDbrejo6Md29vbAuHkewH50G6edOZTqKX0jhYCZ7YCpBOVfJBy3ELmQdz76cSCnAoAr3KWdDoAAMPsVOFzAACGgX7hRk6SmbFfgz5HvI0fN27cwNzcDWi1OjidDrhcbjgc9pIWgKQ8d3zGZKqjcrE5mcWRJzGUeCbFKFfpbJJkFv/9WYobLtcOoQfDmHHqVAdUKhZra2vwer0ZsRU84XS73buyeF0hmfLBk8zdKDHer/OdCiok88BgeHgYr371qzE9PY22tjZEIhFFoizEWZl7jWTyyp5Wq8Vtt91WsFdAq9WCIIh9RTJJksSlS5ewsrKC2tpa3HLLLfjlL3+ZkZOpKFQq4JZbgIsXC266deyErF2r1WpEo9zYt7cjGBwcRCQSQWtrK1paWhLqWFGjzgO5K/q8Kys34eLLZZPkJTtisTiGh4exsbGBhoYGdHR0QKNRyZ7wcRElkUREiQo6nU5ylqacY0iZ6AaDIQwPD0nuKbVYzDCZTGhq4noBA4GgKGYjhOnpaRiNRqHvxmazpRAHpUxakhEShfdXjFKVLZOTI0JsQuVkwDDIW1YrB4xOunrAaot7VtLjbba3txEMcmW1Kyur8HqTCwZutwtOpwsmkzw3aznXWVzezZsyyc3J5FGsaY+SKqYYpZZ2Z98nRzLlZNymQ4kxxeMUxsfX0NnpQkNDAxoaGlJiK1ZWVjAzM4OZmRnB1IUnnTs1x6iQTPnYaSWTX7yrYH+jQjIPAB5//HG89a1vBcMw+M53voPvf//7OH/+PGiaLkpFEWMvZmWKlb2qqiqcPXtW0o8TQRDQ6XR76lzyQVwG3NnZiWPHjgm5iGU3Y3r3u4H77sv5Mt8btvaGe2XtVqPRgKZpIV+RYRgcO3YM1dWelL0r5whZXA+UuAeMX2lnGCaLOQqHra1tDA4OIhqNorOzAw0NjQkFRN450DSDSCQClmVAECoYDAZZsRNyUGii6/V6MT4+Aa1Wi97eXlRVFeopTZ2QazSZOXycYYgfCwsLWFhYEBwqedKp1ys56eMXCRLjYlnYfvETeP7zmzAPXwYYBttHeuB/w70IvOTlQJGKSrayWo4UFc7kTCecuVbsN0/dCtcPHys4FtLuRKTzcFHnkToOrg/XYjGjsbEJJEkhEAiIYi1CAPIvGKSjmM9iso+x+HLZUqC0iikGv5il1ESad8DeC6oPRdGYmFhDe7sLNpsxM7ZichKBmRl4ASz7/YKZWFVVlUA4nU5n2e53hWTKB784v5Plsjz2wjNdQXGokMx9ji996Uu4//770dzcjO9///s4ceIEBgYGQFGUEG9RCsSxH3sBJEni4sWLWF1dFZQ9OT8UOp1uXyiZgUAAAwMDiMfjGWXAWq0Wm5ub5R3AvfcC3/428JOfZH2ZAOC/67UIyzD9AbhVdpIkcfXqNWg0Gpw4cQI2mzVz/wpN7ngFpPj3s4IykItkcmrfMFiWRU9Pd4rdupxzoCgK0WhUUOGkRJSUimxZmizLVQnMzs7CbDajt7dHUjxBPrWIIACbzQqbzYr29jZEo1H4fKkOlQAXscGTzsIRG9LAMCxUDI3mv/yTDKJmvfAcrBeeg+NFd+D63/8bWH3pMQzi3sxC5kEcKSucvxh4+avR+JlPQLMRyrud77VvVuQcePDPhFarQU1NNWpqqsGynAEZRzqzLRg44XS6MvJbizW84d7HE6iSTkcWyqViisH3EMsp7c4FTjVPjTCRCyXPl2FYTE/70dLigMuViAw7fx745CdhuHgR9QDqCQLsXXch9O53Y7G1FSsrK5iamsLU1FRikapaIJ1Kkht+DlBxl5WO3VAygQrB3O+okMx9jpe+9KV49atfjS984QvweDg1iM/KXFxcLJlk8pPLvRBjEg6H0d/fj3A4jEOHDuHo0aOyv4B0Ot2eOJd8mJ+fx5UrV6BWq3HrrbdmZERptVrBDKZsX8BaLfD448D73gf2a18DISLmtMGItXvegcX3fAiAdIWCZbn+PgAwGo058xX5bUuFUn1PBMEpTjRNZ6iKYrWvp6cHVmtm7pqUcZBkkmBqNGro9YacqqnSSJaWAjQtNmGyo6enWxLRlRvxYDCkO1QGE6TTj1BoHTMzMzAYDCkqWSnXo/bz/wTXDx/L6s7KArD/8qdo+qcHMfeRvyv6GOngP5r5zIO4a8aCojhlhWEYQWEWf7RZgxEzH/8XdLz/96AiyaznET5xCsv3vVex8YvPQ/x5JAhuMcButwkLBn5/IGPBoKqqSrh/VmtVSSSKplnB9bcYlMnQVREke1BL+97jFzJ2Wu3NB5ZlMTsbAEUxqPn0J4C/+7v0DUA89RQcP/oRHP/+7+i55x5sbW0JZbVer1fI/Lbb7aitrUV1dXXJESm8klnuRbyDhN0w/gEqJHO/o/IJ2+fo6OjA9773vZS/ibMyS8VeUTLX1tZw4cIF0DSNW265BU1NTUXtR6fTCTEgew0sy2JsbAwTExOwWCw4e/YszGZzxnY6nQ4sy2UnlrXcx2gEvvAFTNz7Xuiffgqa9RBIlxuhl/wmGEtSfZTimEjTDMbGxoQ4nJ6enpwEk4MSfXkl7wIA10fKkYOk+Q/LArOzs7hx44YstS8bYrE44vG4QDANBqMiBj/ywIIkKYyMjCAQCKKmpgaHDx+WPI5Syv44h0o33G53YiEiDL/flyViwyGYB8npUVVthVH9yNe4cWYbOxK5r098B0vv+gAolyfLVvKR7ZqkmwcxDAOSjGNykjP20ev1QrxCelntxrkXY+KL30H95/4R1oH/EfZJVVnhe82bsfTO9wNGk+L1nYXurcFgQENDPRoa6lMiLfx+P2ZnZzE7OwudTie41drtDtl9g9yCmqqEhSN5pak7nfMKILW0uwgwDAWAKKknEyjPuW+cfxQ16QRTDJrmqmfOnYO5qQnt7e1ob28HRVFCNq/X68XY2BjGxsag1+sFhbOYiBSeZFaUTOmIxWLQaDQ7ZtRU6cc8GHjBk8yNjQ189KMfxaOPPorV1VU0Nzfj7W9/Ox544IGiJ/CXL1/GmTNnQFEUZmZm0NraquygC4AnmcvLyyXvS6VS7br6NzMzg8HBQeh0Opw9e7Ykx1x+EscRo72z4ktRFC5fvoylpSV4PB6cPn065/PH/50kybL3lAQC2wibbAi/5s15t8tnJCM2xKmqqsLm5mbB1clSf1+K6YfMBf45oWmOTJMkjYmJCaysrMDhcKC7+1jeFfFc42AYLtxa3B9kNOqROwmxfOAiSgYRDm+htbUFLS2tkksTlSwr5Mpqq1BVZREiNnjCEggE4PP5AHA5nU5CMQqKAAAgAElEQVSnE263C2azJe9Ybf/zU6i382f9EgAIioTjpz/A2hvfrsi5SHGrJUkyEQ3DXffa2hpRiW2yrJY3D9rquQUTn/029Is3oF+4AVanx9ax42ANRuGgxUS4KIXUSItD2NoKJ+6bH8vLy1heXoZKpYLdbhfun5TFGS4mRlWSM6scpXC35rfFnh9BEKAovud370WN1Xz74cIbxePAF74AfOxjwp80Gg1qa2tRW1uL48ePY3NzE16vFysrK5ibm8Pc3FxRESmVnkz5iMViuxJfUlEy9zde0CRzY2MDt912G4LBIM6fP4+TJ0/ihz/8Id7+9rfjueeewxNPPCF71Yamadx3331ZA+d3Cny5rBJKJsARs91QMhmGweDgIGZnZ2Gz2dDX1wejUZ6bYTrEWZnFKk9KIxKJoL+/H+vr62hra0NPT09eAiwmmeUEy7JYXt6QvH22CZI4/qKzswMAgc3NzZQYk1wopXxMyUkiX6ZJ0zRiMRLDw0MIhdZRV1eHQ4cOFVT7so2Fc5CNJhxkiQTBNOzK6m04HMbg4BDi8TgOHz6MurpaWSYt5TRHMRj0qK+vQ319XU6VTK/XCwqnw+HIKKvVBAOSj6cJ+pU+hZzgzKKuIRZLXnce2TI5ARbxOA2CUIGubUCkrimreVAxES75UEqkRVVVFSwWC5qbmxGPk8K9Cwa58tqpqSmYzWY4nc5EWa016+dJXAZaDmdWMXZDxRQjaXYkvcaXL+cHULLSpPRlJeIxVA38MmuJdwb+679SSGbKfggCVqsVVqsVXV1diMfjQkyS3IgUkiShUqn2bPb3XsROk0weFZK5v/GCJpkf+chHMDQ0hCeffBIvetGLAACvfe1r8eCDD+KDH/wgHnroIbznPe+Rtc9PfvKTCAa5cjPeMW2nwSuZXq9Xkf0ZDAahzHGnEI/HceHCBfh8PtTX1+Pmm29WpH+CJ5mxWGxPkMxQKIT+/n7EYjH09vaivb294Ht4klluA6NAYFuIG5EKbgLITVT8/gBGR0fAslx5rNvtgtfLfSYoqnDuZLETSaUnibyRRiQSwfj4OCKRCDo62tHY2FjUDyDDsNje3k6oMwT0ej10Om1ZyVouBAJBjIwMA+AiSpxOR2KMuUug9TeuQ7u2AtpqQ/TQUcX73XLd82wqmc/HZTouLS1haWkpUVZrh9PJkU6DQQ/K5pB8bMpeWq6wGPme3VBoHUNDQ2BZFt3d3XC7U+OXsmVyAixomjcQAsTmQeluteI+29JzR4vfgfj4Op0WtbU1qK2tAcOw2NhYF8yf5ufnMT8/D41GIxBOp9Mp9EDznxXxmJQk0mLshTI9KS0IPPh+aJ5kllqho/Tpq2JREFJ3ur0teb86nQ6NjY1obGyUHZGyE1VABw3xeBwWSyGHceWwFz6HFZSOFyzJ3NzcxJe+9CXU1dXhrrvuSnntd37nd/Cnf/qn+NSnPiWLZE5PT+PBBx/EY489hvvvv1/pIUuGwWCA0+lUVMn0+/3lNZoRYXNzE/39/dja2sKRI0fQ1dWl2HH5lbi94DC7tLSE559/HgRB4OzZs6iulhagzhPlciqZclXM1PcCi4tLmJqahE6nR29vj/DjxPcLlVPpV5r08JO2qakpsCwrRK7ImeTyE0aKohGNRgQ1hneQ3Qkny3QsL3sxMTEBnU6Xco94pCvTtmefRt2X/wXmkavCNtGmVqy89Q/ge/3bFLP+lDK3IAjAYrHAYrGgtbUFsVhcpJJxJkIAt01tcydaDEaoo5HcxwQAtQbBO16uyDnwyEYUfD4fRkZGoVar0dvbm9VdWQyCQMKplutLzOdWm5rJmXsMclEMWc33TKtUBOx2eyLLuQPb2xEhT3VtbQ2rq6sAAJvNBpfLlfW7LmmYI+0zKOUaFBt5VA7kVDQZBpbLAzDMTILVaBE+dQ6xxhbQNA2NRq3Ax1DZ7yHaXAXKZodmPb8zMgCgyNai9IiUSCSSonKmR6Rsb29XTH9kgGEYxOPxipJZgWy8YD9lP/3pTxGNRtHX15fxELtcLnR1dWF8fBwTExPo6uqStM93vvOdeP3rX48777yzHEOWDIIgUFdXh+XlZUWIocFgSBhUkGVvlF9ZWcHFixfBsixOnz5dsjtuOsTlsrsFluUcPMfGxmA2m9HX14eqqkxX0lzYiXJZn28LsZh8IsiywPT0FBYWFmGxWHD8eG/KM8Orgvyqe/59FaNiKj9J3NjgyDZBAMePJyNX+OFJnYBTFIVIJAo+ZN5oNO2Yg6wYYtMii8WMnp5eGAzZJw88GXY/8lU0/8NfcO9HsuzNMD+Llr/7CIzT45j/0McUI5pyiZFer0NdXS3q6mpB0wzW19fh9/vh9/swtRrGpbN34MwzT+Z0lyUA+O5+Ayh3jSLjF/addgqLi0uYnJyEwWDA8ePHYTJJK//nn7FsmZzpZbWZmZwENBpNiYqkfMVQDjE1mYwwmThViqIoBIMhoQ/3+vXrwhgmJ6fgdDpht9uFzw7/eZKq+uUbU6mRR0ojXdG0/eInaPzU38Awdz1lu/VbX4rrr3sH1nWltZPwULQaRKWC/+43ouZbXyy8bZ5sZjkwGo1oaWlBS0sLGIaBP5HFyUekANzzdPHiRSEmZTcI1H7BbmRkVpTMg4EXLMkcHBwEgJymPK2trRgfH8fg4KAkkvnwww/j6tWrOH/+vJLDLAo8yRwdHVWEZIodZstFMlmWxfT0NIaHh2EwGNDX15dY5VYW4nLZ3QBN07hy5QoWFhbgcrlw5swZ2de03CSTZVl4vfJzOCmKwujoGPx+P9xuF44cOQqNRp0yYeF7YKSRTNlDUJRg8nmRN27cAAA0NjZlUZ1YSa6Q0WgMsVhc6C0zmUxC79lO9oAxDIvx8XHJpkUAoJuZRNM/fVT4/2wkrfo7X8dG3+1Yf8lvKj9omVCrVXA6HXA6Hejs7MTW1hYWm5pwfTOE9kv/k7E9AWD97K9h4YG/VnwsPKlJJfYW9Pb2SnbIzacIZiurzVQ5WdB0HBqNCgyDhMpJKLUekHNcxT7TGo0GHo8bHg/nNry5uYmhoSHQNJ3mNpxaFi1lgSkfWd7tXsxc4Bd6bD9+Eu1/9h4QaefIArA99zPcNTqIRz/wcYWOqqxx1Mpbfh/Op74Lbb6e55Mngde+VrFj8lCpVPB4PPB4POjp6UE4HMYzzzwDtVqN5eVlLC4uAgAcDodQVmuz2SoKmgi7EV9SMf45GHjBkky+X9HhyN6vwxMcKX2VKysr+OAHP4jPfOYzGZmGu4Xa2lr87Gc/S/TslKaW8F8s0WhUluImFTRN49q1a5ibm4PD4cCZM2fK1i+5m+WysVgMAwMDCAQCaG5uxokTJ4q6N+XuyVxbCyMel6diit1JmxIW9Pxvg7jsUg7JBORN/JScJDIMi4mJcXi9K4Ijbr5ogFyukAzDIh6PJ3JNGWg0WhgMhhRzk51asaUoCkNDwwiFQqitrUVXV5ekiBLPf34jY2IrBr+H6ke+ohjJVOqScGW1Zlgs7Qh+/lsY/+8n4Xzka7CPDQIMg5WGFlw99zIs3nYHHAvL8HhcsFisihEwhuGfJS57VCqxTz8HqSXE+VROiuJUMd5sKllWW5hwFlMqq8RzTRCA1VoFnU4LlcqA7u7uRFm0D8FgKKUs2uVywe12Fn3/9iLBFBDZRssnHsj6OeRP1RL04dbvfxMbL78rYxv5UPZakDV1mPzst9D5J78L3Uqm6/1W7y2gH/kurDvQJ2mxWMCyLKqrq3HixAmsra0JKqdSESkHDTtNMisq5sHBC5ZkRiJcf06uLw9eXdqW0Ij+3ve+F2fOnMHb3vY25QZYIurq6kDTNFZXV9HQ0FDSvnjCVw71T0y8mpqacOLEibI6vu1WuezGxgZ+9atfIRKJoLu7Gx0dHUWv0JWzJ5NhGNkq5sYGpzSQJJnhkpncL0fC+Mm1FHdZuVBqkigmYzU1NWhpacHAwABoOr9Kkt5DJXaQBbgfaK1Wl0LsyumSKUY0GsXg4BC2trbQ2tqKlpYWyRNxa/8vJG1XdfF/AYoCFOh1Ksc1UWnUCP/GqxD+jVdhDtz9WV9fR9jvA+UPCJEIOp0OTqcDLpcbDoe9pN4tiqIwMjJcVPYoUFo8TLZMTpZlEqSVAcsSaWW1qeZBYsi5H+XoL2YYFhoNkacs2i9UHej1WjgczoTK6Ui5f7lOY6+qmDycTz8BzUb+fGcWQPvzz2Eo6AflcOXdthDK0ZYaO9KNoe8+C8d/PwX7T38ATXgTcU8N/K98PTbPvAjEugot/i24XJnZ0EqCpmkwDAOtVguNRoO6ujrU1dWBZVlsbGwIhLOUiJSDht1QMgEIi2EV7F+8YEkmH4WRa6LOkxDejSwXnnjiCTz55JMYGhpSdoAlQhxjUirJFCuZSmJ9fR39/f2IRCI4duwYOjs7y/6FolaroVard7Rc1uv14uLFiwCAM2fOCPemWPDW6+UgmaurYZCkNJURANbWfBgbG0v0Kx6Hw5G7xJlhWMEtUqrxj9S5rVKTxEgkisHBQWxvbwt5kfx1llKKy/dQURSNSCQqmLHodDoYjfosYyz/xHZzM4zBwUGQJIkjRw6jtjZzESAXCIKASuKCDMGyICgSrEKGGkoT8PRrr1IRcDjscDjs6OjgFhR5lWx1dRVe7woIgjOocbmccLncMBqlV1jE4yQGBwcRDm+iubkZbW1tZS1RzYd0wglwZbV8H2du86CkyrlTCyLZwH32Ui9eelm0+P6trSXvH28e5HK5cvbA7hGvn5wwDz5fcBsCgJqmYRobwsa5F5d4ROXvM8sCrN6AwCteh8ArXpfxnc2yLGZnA6AoBjU1yldM8ciVkck/KzabreSIlIMGfr5Ubk8OHhUl8+DgBUsy+YlWMBjM+nooxDmh1dTkNoLY3NzEe97zHnzsYx/L2du5W+ANc5RwmC2Hkrm8vIxLly4BAPr6+mRNfEuFXq/fESWTZVlcv34dQ0NDMBqN6Ovrg81mU2TfWq1WcZJJ0wxWVqRF1bAsMD8/j+vXr8NgMKC3txdmc/4FGQAgCE4pkRJhwh1Hyo+NMgRzfX0Dw8PDCTJ2BLW13GefL2mWWuJLkpyDLE0zgoOsMeiD6fkxMIQKkcPdoByuHVFP/P4ARkZG8i4CZCuX5GMyWJZFtLkN+sW5gseKV9eC1StX5q5kpEuha00QgNlsgtlsQlNTI0iSQjAYSKhkAQSDQUxNTcNkMiUIixNWqy2nKhmJRHHt2jVEIhF0dXWivl7+Ql+5ng/eFZlT+NhESW928yAx4VSrCzPkco1ZnJOZDdnuXygUhM/ng98fQCgUwvT0NIxGo0A4bTbu/u0lR9kkCBAE76dAgJBD+hQ6FyXvZfZWguzbLiyEQJI0GhuV92QAcpPMdJQSkXLQsFvlshUVc//jBUsye3t7AQAzMzNZX5+dnU3ZLhsuXbqEhYUFvP/978f73//+rNu0tbUBAFpaWoR97gR4krm8nNn/IBdarRYqlUoRJZNlWUxOTmJ0dBQmkwl9fX2wWvNb+CsNnU5XdpLJMAyuXbuGGzdulKXPVKvVKn4Oq6thSeRP3GNms9nQ3d0NnU5azwqnqKgTionUXrP8CopKVfq8am3Nh9HRUahUKpw4cTzFdIpfqZYyEU11kFXB7vOi+bN/D/uzTwv9VIxGi+CvvxJL7/szxD3lW1xZWlrGxMQE9Ho9jh8/jqoqs+BQmsxeTBLKXPC9+rdh+99nC4ap+17zZsXcZZWG3OdDq9UIrpMMw5dlcqRTnOnI5zmKMx358nGKotDd3Y3qak9RK/PlXs3n98+XyuYyD+L/n2G4e5u/rLZ8Y5VTZqzVauDxeFBdXQ2GYbCxsQm/34+t+VnU/Pt30TI+BA1NYbuxBauvehPUZ18k2YhJKeRb3OENxfh81K3DPSjk9sACYAkVIoeOKjVCKKVoZv/85Y6fWVnZBEUxaGlxKE40pJJMMaRGpFitVlRXV6O2thYOh6NkP4y9gng8LlTk7CQqJHP/4wVLMu+44w7o9XoMDAxkOLD6/X5MTEygo6Mjr7PsS17ykpwTgdbWVty4cQMzMzO7onKKy2VLBR8YX6qSSdM0Ll++jMXFRbhcLpw+fXpXbMP1er2gVJcD8XgcFy5cgM/nQ0NDA26++WbFS2p0Op2i5csURWNlpXAvJklSGB5O9it2dXXJjuFQqzWgaTpBeEorwSvFxRLgJsULCwuYnp7OqcjyOYWFlMx4nEQsFhMIptO7gKPvvAea9WDKVI2gSLh++Biqnu/H2MPfBVlbWjl7Yq8J4xdeQZ/B3NwcLBYLenp6YDAkS3XlXu7QS34T4ROnYLl6MSfRjNU1YvWed5R8FmIoZ/5T/DPG/zY4HA7Y7XZ0dLQjEonC7+cUMn6CyZXaWWEwGLG2tpZQjntht9uLjOLZuR5B/hy5fyfNg7ITTiBXWa1aXb4xc6qq/Ak7T07tdhuaL/8KbX/xXqgjIp+FqREcfuYHGD/Rh1/+wQdgr62Dy+VK9N2VPm4xkUwu8CQJpNRHI/Dy16DxM5+Aensr97EALJw8B7JaqYWr8qmYPPItNPr9W6AoBu3tTkXJWjEkMx3iiBSapuH3+xMl9l5MTU1hamoKWq1WWKiqrq7e1xEpfLLATpG+SrnswcELlmRWVVXhvvvuw+c+9zn84Ac/wCte8Qrhta9+9atgWRZ//Md/LPxtY2MDb3nLW+ByufDwww/v+Tp8JZVMgCNmpZCaSCSCgYEBhEIhtLS04Pjx47u2yscrmUrEu6Rjc3MT/f392NrawpEjR9DV1VWWL2atVovNTfkxI7mwshIuaGyzvR3B0NBQol9RnnmMGBqNRiBsUjLu8pGEUggEw7CYmprC0tJSQUW2EMmMxeLCM6VWq2E0GND+1x+AZp0rxxdfJv6/davLaPnEn2HqM1+TNF4pygdFMRgfH8fq6iqcTieOHTtaeui4RoOpT38F7X/2f2D932czXt7uPILrn/wiaLuztOOkQamJhhL7ET+nRqNBKKNLZjr6sLbmQyjEmbMYDHr4fH6wLGCz2aBWq2SNY6cnWdk+h4XcalMzOVnQtFpEOssxvuJ+L1gWMF8ZQMcD7wKRxXCMBXD4aj/Yr/0LnnzT/ZidnYVer4fT6YTL5YTd7sjrLJ3+ueRvXSoxT31NLhhLFebf/5do/ZsHso6fABAxWXDtre+CUhRTSafu3Mivlq6vRzAxsYbOTnfeeyAHfAWQUo6xarUa1dXVqK6uFiJS+LLagxKREovFdoUk76drVEF2vGBJJgB84hOfwDPPPIP7778f58+fx8mTJ/HDH/4QDz74IO688068613vErZ9+umn8eSTTwIA/uiP/ginTp3arWFLgsFggMvlUoxkGgwGBAKBot4bDAYxMDCAaDSK3t7ehAHG7n156HQ6sCwLiqIUtSZfXV3FhQsXwDAMTp06VbLhUj7wPZlKEGWKorG6mp+whkLrGB4eBk3TOHr0KGpqqos+nlqtTjH+yRX/wSMfwSx2IsS5fo4iEAjA4/HgyJEjeRVZtVqdtVyWYVjEYrGU1XG9Xg/LyBWYR67lLTHl8+10C7OIN7YK55SvPzLfJJVTmYcQCq2jrq4Ohw4dklVimA90lQ1T//oNGIeuwvXUo9D6VkFVWRF62Sux0Xc7kFCz+PEqhVKVbqVjbdL79zQaDdxuN7a3t0HTNAwGA5xOJzY21rGwsICFhQVoNOpEqR1XWluotHy3egQLfQ4JAtBq1WCYzLJa7rPIjZmLzSIS/deEIs8g3x9aLOq/8KmsBBNI0pwjF36Bzf/zIcxbHPD7/VheXsby8nLCIMoh9HIajYYE4WZTlMlyw/+aN4PVaNH4zx9PyZsk/j97bx4eV31fjZ87+6bZJc1IsiRLsi1biw3GliEkIaEhJAUCKWSBlJKGkLRpCkmT8rZpm6X5pdkhfUleIAuQpaEppCGEQoBglhQsG4Ox9s2WZC2j2TQaafa7/P64unfujGa5M3NnJIs5z8MDaO7cZe72Pd/z+ZwDYK2zB49cfRMMTc2SbrP0+y/ftZx/3aFQHGNjHuzaZYdKVfqQlXtWl6v002AwwGAwoL29HSRJbouIlFgsBoPBULHtVZXM7YM3Nck0mUx4+eWX8cUvfhEf/vCH4Xa70dzcjL//+7/HnXfemaIAXHLJJWhra4PNZkNXV1fG9T3//PN4xzvekfI3rifzgQcewC233FK2Y0kHQRBwOBxYXFyUhIhwZjmse6b4GeW5uTm8/vrrkMvluPjii1FXVzw5kQrcyyUWi0n2cD979iwGBgagUqlwySWXZM1flQpKpVIyory4GMw5EHe5ljA+Pg65XI79+/fDZCqth1YulyMeTy29zjXAZV84G2e8izWGEWZ6inX9ZElmqpJJ0wwikUiKgyzX12U88b/sPuZYJ/eZ8WQ/vOsks9gBq9AVd+fOnWhubpZUTeLOTbhrP8Jd+zMuIzRrkGqQUKr5j/RRGnTKdcowwMTEBBYWFmA2m9DV1c33ZkajUb6Pky2n8wBg3zusSmaDXq/PMKmweSY0mYh0Ktj7MLWsljvvDK9ycm617N8Ly+RMB0doi1Uyla55GI//MeeED/f35md/B/kd/4SdO1sQi8Xh8/ng9y/D72cNoIAJ6PV6XuXMZf4kNWQyGfxXXY/lK66G6cVnoJueAqVQYPWiS+DduQe+EydglsjZmUNp9x+Rd7JE7P0ZjSZ4oqnRlPa+k6JcViy2Q0QKw7ATqTZbabE4hW4TqCqZ2wFvapIJsC/8u+++G3fffXfO5RoaGjA1NZVzmVw9mpUGQRBwOp0YHh6WhGQKHWa5+JdcYBgGo6OjGB8fh16vx5EjRyo6E5YLXNmHFMY5NE1jcHAQZ8+ehclkQl9fn6jfp1QIszJLeVkmEhS83sx9PgzDGmDNzMxAp9Ohp6enoAiHbGCVzI2lp7mIZrq5T7EqpjDOI1umZybIZLKUfaZpBuFwmFdY1Gq1QKEiQIh0zwUAJEq7DoVGM6WqzNlQyGNNTAl0ObabjnL1NXLXaSJBYWRkBF6vF3a7HXv37k1RwzUaDRobG9DY2ACapuD3L8Pr9cHv9/PulFzFCed2yiqFm/sOSSfSqdj4N7lcBppm1t1nUzM5N5bV5s/kzLQ/QPEDTvXCHPt9Ecuq5mf5iR6lUgmHwwGHwwGaZhAMZjZ/4gxhbDYbP8FQDnC/A6NSI/AnV2FFMJlDr7Gu4Jx7N8NIY9pT2v0nznBL7KRUPE5idNSNjg47DIbiSzcrSTKFKDQixeFwwGazbXprFkmSoGm64qY/QJVkbge86UnmdobD4cDRo0fXy5dK63/kiJkYkkmSJF577TUsLi6itrYWF1100aY8oLKB25dSSWYikcCrr74Kt9sNp9OJCy+8sPT+N5HgXpClxphkUzEpKtnbZ7FY0NW1T7JjUyjkAuOf1M/SiSYRi8L0x+egdi+C1Oqxcuk7QNrri5ph93p9GBkZAUGwrtFWq3i1WZhLSlEUIpEIGAaQywloNDoolfKU/shoa5vodUdb2ws7EAG8Xi9GRkZBEARvNCM1iiFr+Uovy4/ybjsWS/ClyY2NjesZv9mXl8nYqAO73Q6GYXu3/X4fvF4f5ufnMT8/v577mCyrrbTbqRDZzl+m3zT9b0RaJme6eZCYTE4hOGVXzIAz0zroAib9aG3mCArWPMic0fzJ62VzVYH8KnWxyKQuCys8uAkwhUIueK6WXlFQrJJZiCFbIdugKBoTEx60tdlgMhU3mcs9xyv1rs4GsREptbW1vMpZiQnsdHDjpErGl2wVsaaK0lElmdsYTqcTFEXB7XaX3B/IKZn5zH/C4TD6+/sRDAbR1taGrq6uLWfjLSTMxSIUCuHYsWNYW1vDrl27sHfv3orOuklBMuNxMqOKGY8nMDg4iGAwiIaGBnR0dEhaEqZQKPiBZ6Y+SJpmQIBB7c9/BOcD9/DmOQDAyBXwv/sazP79vwIG8YHdc3PzmJychEajRnd3DwwGfd7vCAescrkM8Ti1HlHCEkyZjCWYnJIjRODtVyBhsaX0TmVCtLkNaxceEX0cmY9JfE5pMSiWrOUvvcyPbKXS+SBFrE02RKNRDAwMIhQKob29DU1NO0SRCW4wTRCA0VgDo7EGra2tiEZj8Pv9WF72w+9fhsfjBcCa09lsNtjtNuj10ridFoJkz2Hyb7JIGKYXnobKNQ9aZ8Dq2y5H1NGUdR2FmAdlI5zc9rn3CPdZ0q2VW26j0Q4AhHftQ7y2HirPUt5jDrz1clG/TWbzp3SVWg2rlVWpzWZzwS7cSWQvO+Wu86RKzP3O7H2zeeXmhdyzhd3fNM1gasqHlhYLbLb8z/F0cNU/W0klyxaR4nK54PF44HK5ALARKRzhrFRESqUzMoXYSueoiuJQJZnbGJzD7MLCQskkUwwx8/v9OH78OOLxOPbv378p0S1iUKqS6fP5cPz4cZAkiQsvvBA7duyQcvdEgSOZpaixCwvBDTOGa2shDA4OIhqNor29HU1NTZIPbuVy9rFDUVTWgZfz+9+E84Hvb/yAImH7n19DMz2Fsft/BUaTe2aXYYCpqUnMzc2jpqYG3d3dKQoROwjm9kGYTZfaHymTyZBIUOsZmKyyqdVqs5JvRqXG3O3/iJ1f+rvs+0YQmP/MP4GQywuauWWPaQpzc3MZj0lKlKpG5i69FLsPhRHGUgyh8mFtLYSBgQHE43F0dnbC4ajfQIZy7Vem86zRqNHQ4ERDQwMoisLy8jL8frYsc3p6mnc75TI5LRZLCYSlMPCqGAPUPfh9OB78ARRrSZMw5lv/gsBlV2LmC18HZc5fGZCucqbncbKEk+LJpkwmA8PQIAjw95rwvhR12ygU8HzgL9D4/W/m7MuM1zcgcNm7RawwffUK1NbaUVubqlL7fH4sLCxgYWEBcrkcFouZV6k1GvED9tzXP3tyOOfr1NJKhp8MK+V+KLTHuvCe7Ku0pPoAACAASURBVML3jWEYTE/7kUhQcDgK8wgotcWkEsgUkcKpnBMTE5iYmKhYREqlSWa1H3N7oUoytzGkzMrMp2TOzs7ijTfegEKhwCWXXAK7PV909OahFJI5OzuLU6dOQalU4pJLLqloM7wQwp7MYhCLkfD7wyl/8/uXMTw8BIYBuru7ynYOuYEQSZIZnTY1k2NwPvD9jANC7v/1w2+g7uEHsHTLX2fdDklSGB0dgd/vQ20t2zPHlZMliWR+oxVugEZRFEKhEGpqanISTA7+q26ALJFA03e/kprNB4CsMWLmC19H4K1/AjDZQ8nTQVE0RkdH4fF4YLfb0Nm5VzJr/0yQQg0svXS2MKWjVPUmGwKBAAYHB8EwqeXWLBHjVKNcG85+HNzvI5fLYLez6iXD7EIotAavlzUOEhIWs9nMk85CCEsxYBig8Xtfg+Nn92b80HL0SajnpjH2w0dAi64uICCTJZ8FDMOAolLVTYqiQVE0otEYfz5ZdbVw8yDXn38S+oHXYX7xmYyfkzVGTH37fkBRGvlIV6ljsTg/YbC8zPbkAqwDKXf+jEZj1uPJX3aafDYByFoZUsr9V+j9VOjypRDg+fkVkCSNpibxbQLxeHzLk0whhBEpPT09FY9I2Swls0oytweqJHMbQ6hklopsSibDMBgaGsLU1BRqamrQ19cHvb7wEpZKgiuVKaRclmEYDA8PY3JyEjU1NThy5Ah0uvKUJ4pBqeWyCwsrKQPi+fkFTE5OQqVSobu7GzU15TNp4gaW2XInax/9OYD8Rh21j/4cSzd/EoRczg/wuRdTNBrD6dMDWFtbQ1NTE9rb2wvqE+JA0wyi0SiUShVvZqXRqGGz2Xmzllyqkve6G+F/11Ww/c9/Qzc6CEZGINR9IZbffU1K/5cYsxxhGbOYPsBSIWWURqbSS/EoTEUph4rpdnswOjoKhUKBnp6eDfeHGGfdXL9lpn0miGQcQmtrywbC4vMlCYvdboPVakNNTY3k14RmcgyOn92bc9JHNzGC+l/+GIsfT2ZLc32Byf/emOuaUoork4Gr/uNUzkQigTNnWMM9pVIFkiR5klmIeRAUCpz51v2o/c8HUPtfP4Xm3DQAgFap4X/3NXB99G8Qb9kJQoI+RiHUahWcTgecTgcoisbKygrfizszM4OZmRkolUrYbFwvriWtVzD3BAu3r0mSmXlIV6ke6WLvv1IcqZeWVpFIUGhttYoiJolEYsuYEBaDSkekbJaSWcX2QJVkbmNwSqYUWZlyuRxKpTJFyUwkEjh58iSWlpZQX1+PgwcPnhczhFzchFglkyRJnDx5Ei6Xa8scZykkMxJJ8CqmsPTSYDCgu7u77MpIkmRmzq3TD50StR714hwUfi9Ie11KXxZb8juAaDSGXbt2obGxoaj9FDrIOp1O1NbWIhgMwuv1Csxa5HycgdVqy5yBaDTB84G/SPmTTEYAGUxVsg0Ew+EIBgYGEIlEylbGnA6psxqLNSQpZNBaDhVzbm4Ok5NT0Gq16O3tzemwXIyzrtjlMxEWLh5lenoG09MzUKlUsFqtsNttMJstkqjctb/+BYD8kz72X/8CS7f+LRhZqgkWUPg5IQiWOA0NDWF1dRXNzc2or6/jqxDY9VEpmZx5CadCAfeNt8L9ob+EauEcFGQc0VonaP064VjfXykjeIRgjZ0ssFotaG/vQDgc5icNlpbccLmWeAdS1nHYCq1Wm5M4sbuZ7NnM1aNXCaJZilFQKT+53x8GSdJob7fl7VM8H8plxaISESkcyayUeWO1XHZ7oUoytzE4JVMKkgmwM1ncA0dofNPR0YF9+/adVw8FsSQzEong2LFjvJFRd3f3ljjOUkjmwsIKgGQ5qdfrq0jpJQduG+kxJqn9kcVBWPLb09MDm81a1HooikYkEubL87RazXpcgQWtrS28WQs3yPd4khmIXCSFTqfLOrOfbUCVaSC4shLE4OAgKIrCvn37UFdXW9QxFQIpVUwhuOMuR5+X1ComwwBnzpzBuXPnUFNTg56ensyTCGnINZjXTU/A8MfnIYtGEGtqRuCyd4PO01ecCULC0tHRgVAoxBvPuFwuuFwuyGQymM1mnnRyLQ+FQjdyWtRyKs8S5B43EnXiYoFyga1EOI1wOIyODnZSBUhmZrLXJpOSyZnLrTblfMhkiDe1IJHlmuIqIsqpqBAEoNfroNfrsGMHax7k9y/z5zAQCODMmSloNFp+AstsNmcs0ZfJkKUncyOKIZriXWIrVxKfCcFgFOPjHnR02LO+x6TKlt6KyBWRsrS0xEek6PV6nnCKiUiJxWKQy+Wb7sZbxfmJ6lWzjcFlsElRLsutLxwOw+Px4MSJE6AoatOMb0qFWq1GJBLJuczy8jL6+/u3pJGRXC5fN6PJQjIZBvjjH4GHHgLOnQNqaoBrr0X4vdcgEIggGo1hcHBwQzlpOcGpWEqlct3MgkoZzHH9keHObuiH38i7vni9E6Q12Te6sLCIiYkJqFQq9PR0F10SxTrIRnlVSqPRbhi0JM1anCBJCoFAMgPxzJkzOHPmDLRaLex2lnAWEtouHAh6PF6MjIxALpejt7cXZrOpqGMqDPlD1EtD4YYkYpQOKVVMmmYwNjaGpaUl2Gw2vp+3kO8Lj0/pdqH1S5+F8fgfU5Yja4xY/PgdcH/4YxvzfESCLavVw2DQo6WlGfF4QlBW64ff78fk5CQMBj3vdpreB8hNnBHrLj/CvuVKIxQK4/Tp04jH4xtyXwtxqwWSmZzAxsmrXMcnZdarGCgUCtTV1aKurpY3D/J6vfD7fZibm8fc3DwUCjnMZgvfyyk0+xJLMoHiiGa5+pw55OuLF4tQKI6xMQ927bJDpdo4vN2sjMzNQKaIFJfLBbfbzb+jxESkxOPxivZjVpXM7YUqydzGIAgCDocDLpcrpV+tWKjVavh8PrzyyitQqVQ4cuQIrNbilKLNhkqlQiAQyPr53NwcXn/9dcjlclx88cWorS2/elQolEplZjU2EABuuAF49tnUvz/6KFT1TjBf/ne8Fmf7nXbv3o2GBqdk+5TJlCO1xI2BTCYHTQOJBJlxoOf5s4+g9te/yOkECQCe624EZLIUxclg0KO7u6fokt94PIFYLLY+yJRBp9PlJYcKRWoGYjAYXB/ke9dD2+egUCj4waHNZs07K0xRDBYW5jExMQmtVouenh7odJXJSCtn/IcQhQx2K6likiSJoaFhLC8vw+FwYPfu3UVF+HDHJ/N5sefj10M9P7vhmlasBrHju1+BLByG69a/lWT/VSolHI56OBz1oGmGL6v1+304d24Wc3OzUCiUfJ6jxZLsA8z0O4e69sMw8Fre7cbrnUjY6/IulwsrK0EMDAyAYRh0d3fnrURId6vNlMkpk1GIx6n1c5iqcubuod2crFeCAMxmI4zGGrS17UQ0GoXPx04W+P1sLieQGnFDkmzrgRiSCSQNlMROJORbttTfSUoCG40meKKp0QjI5NmzwA9+gL7nn4fBbAauvBL46EeB83QMUwiEESn79u1DJBLhFc58ESmxWKwaX1JF0SBKmK2sdueeB3jXu96F4eFhnDt3rqRMJZqm8cILLyAYDMJoNOLIkSObEgwsFd544w1MT0/j6quvTvldGIZVMMbGxqDX63HkyJEtaxLw3HPPQaFQ4G1ve1vyjxQFXH458MILWb8X0Rnw8N99FU1vfQfvkFkIkqoH+//CfkgxCIcjOH78ONra2tDcnFkFb/rOl1H/yx9v+Ds3SA/v3ofxHz2ChEaHkRHWbZVVnDqLLuuJRmNIJBJgGCZvRIkYyGQEwuEI7w4aCAT4yR6TybSucto39PgxDDA5OYn5+XkYjUb09HRXbOa93IpFJogpzc23X1KVN8ZicQwMsIZRra0taGlpLVnh3/GtL6LuPx/I+jkDADIZBh/7I+LO7JmT+cBVCiT7XtnfVPizhELJPsCVlRVR16Pm7AS6brg876TP/Cc/VxJR9vuXMTQ0BIIg0NPTA5OpsGiKdCRVTmbD9cWV1SoUMjBMbrfacpWOZ0Oua5mtmgisE04fotFYyj52d3cV1Isrtkc6H4mU4v6TukRZLpeho8MOg14F/OM/At/4xsaHiFYL3H8/8JGPSLbd8w3pESmhEJudzUWkuFwu2Gw2XHzxxRXZn3g8DoZh1iuetlbG+pscRb0Jq0rmNofT6cTRo0fXDRKKu2Hj8ThOnDiBYDAIALjwwgvPa4IJJJvYY7EYfywUReH111/H/Pw87HY7Dh06VLFm92KQUcl86qmcBBMAtOE1XDHQD9f73p91mfT8SHaAwZXSFWfmwSGfuywAzH3mn0GazHD89D7Iw2spO7Z82ZWY+advIKJQY/DUKayurqKhoQEdHR1FK06xWCyllEqtVpdEMDllTaPRoKmpEU1NjSl9Vz6fD8FgAJOTU9Dr9Xwfp16vw+jo6HqfrD2lTLMS5Yvl7kXLBDFZmpUgmKFQGAMDA4hGo5Ip/EQ0AtvvHsm9DADQNOy/eRgLf/W5vOtMvy7TKwWEhjvpEPYBJhIkr45xkyCTk1PQ6XS88YzRaEJ05y4s/uWn4fzJ/92wPn7Sp7Mb7htvzbvv2bC05Mbo6Oh6qXsPDIbSHcoJAlAqFetEU86X1SZ/LwYkyfCKZTbzICmyXqUCWzWRGnHj8/kxNzcLmgYGB4dSenFtNlseoypAjNlRrttLqt9G6gkuiqIxMeHB3v+6D5qvfz3zQpEIcPPNgMkEXH21dBs/j5AvIoWmabjdbrz44otliUhJR7VcdnuhSjK3ORwOByiKgtvtRmNjY8HfX11dRX9/P0KhEF96W2xsxlYCV/4Rj8eh1WoRjUbR39+PQCCA1tZW9PT0bPlZNKVSyc868vjxRvUvExxP/xbu//NVQKVCkjzmy4+UZgSQz10WACCTwXXr7fDe9HEY//A/UC0tgtLrsfLWP0G8sZklBK+9hmg0ivb2djQ3NxU1QKFpBpFIhDcNUalUKb1OxSLTgEnYd0XTDNbWgvB4WMIpdAJkGAY2mw2dnXsgl8vWzwlRATOSzRtIiylNzD4ILX2fheZKUmbEqudmIA+tilqWM9jJXHLO8Mcu1TlSKhWor69DfX0daJp1puQmQNgy73N8mffS+29GvMaExge/D8XKcnIlcjn8f3IVZv/PV8Ho9eyTpMBrdG5uHpOTk9DpdOjt7SnaoCgTuGdYtrJa7trJZx5UqdLZQvuUuTiLYHAFq6traGtr41VOrhc3fdIg0+RZPrOjYgloYSjd/GfDGpeXofrOt3IvxDDAP/wDcNVVRfdFbycII1LW1tbwhz/8ASaTCZFIpCwRKUJU40u2H6okc5uDc5idn58vmGQuLS3h1VdfBcMwuOiii6BUKuFyuQrKl9yq4BTKeDyOlZUVHDt2DNFoFN3d3WhrazsvZtE4JTOl3/bMGVHflYdDkC/7kKh1oNKV73K5HARBbHCXzQRKp4P/qutT/ra8vIyhoeH1vq0uvhey0EEg6yAbAU3TIAgCGo0GSmXpj0QxZE0mI2AymWE0mtDe3gafz4+RkRG+t8rn8+Hll1+B2WzmVU6NRl3Wge5mlMoKkS9LM9MgWIrfw+v1YWRkBARBYP/+/SWXaaaikOcIu6yQUFYKMhkBs9kEs5m9HiORKHw+L3w+P9xuN9zuJYw2d8L69R9i35lR2EKrUFgsWHnLO5NusvxkiLjriGGAmZlpTE/PFOTeW8gxZcsfFWseJMzkZBg2x7O8BjjFfY+macjl8pRe3GBwBT6ff8OkAdebZ7PZUp53+cyOMp1XaZ9H0v+w1t8/BllcxHhlaAjo7weOHJF8H85ncNVGO3bsQFtbW9aIFLvdnhKRUiq4iZ4qzn9USeY2RzFZmQzD4MyZMxgcHIRGo0FfXx/MZjNfLivMyjxfwZHMpaUlTE9PgyAIHDlyBPX19Zu8Z+KhUqnAMAwoikr2Iep0eb/HlbgVE50gBVhVQc4TqmzINIBxuVwYGxuHUqlEd3c3jMYa/rNC1AaSpBCNRvjvaDQaySzaxQ+y2YUCgRWMjIzwpNlkMvNRBpwiMTExAYPBsF4qZ4deb5B00n0zVUwhGCZXn9hGpaPUme/FRRfGxsag0ajR09MLvT7//SMG3KRHoqUVpNEERXAl73dCPRdIsm0poNVqeGdKkiQRCATg9bKk86X6FgCAXq+FJbgGmzIAk4lTyMQ5BzMMMDExgYWFBVgsFnR1dUkenyT20pDLkw60mcyD2PUkMzllMllZqlxKIWwkSaaY/rCTBmaYzeYNkwZerxdutxsAG7nEEU69Xp/zGZppkkdKwl2O5496bkb8wlNTVZKZBk5QUKvVeSNSPB4PBgcHC45IEaKqZG4/VEnmNgenZIqNMaFpGm+88QZmZ2dhsVhw+PBhvnyJKzHdTkrm1BTbg9TX1wejUUoFo/wQZmXyBOk97wFeeSXn9wgAaz0XgqqpRBxGZigU8pw9mUDqAEaoerAOst0Zy+rEEM1EgkQ0ykWUyKDVatdL6UpHoWTN4/FgZGQUcrk8xexkozuoF16vD9PTM5ienoFGo4bFknQHLX3/t87LnTvvQrJOJOIwvfgsNJOjYOQKrF1wGOGLjqDYcenG66lwR+J0ox1hyTm77wwopRreaz4Ix8/vz70/cgW8136ouIMpM5RK5Qb3ZM6tVhivwV6PbKajSqXMeh9SFI3RUdasq7a2Fp2dnZLdfxyKJWxClTObWy0bvUSuE9ONmZzFopTxNUVRUCqzl/mnThqkRi6dPXsWZ8+ehUaj5iNurFYz8mUWc9e4lJC6JYBWF1B6LWKC9s0GzvMhk7tsekSK3+/nCWchESlCVPsxtx+qJHObgyOZYpTMWCyGEydOwOfzoampCQcOHEiZhVKpVCAI4rxXMimKwsTEBABAq9XibW9726ZYdJcKIcnkH9633gr6a1+DLMs54lRM9wc/WpmdzAK5XJGTZAoHMBRFY3x8HEtLS7BYLOju7so5O5rLnj8Wi/MlxlI4yGbe7/zLMQxw7tw5TE+fgVqtRW9vb0aDDpmMgMVihsViRnt7B0KhEN8353ItYnFxEXK5HBaLGTabfUN+nrh9rrzZT34kFTHTU49hx3e+DKXPk7JEpH0Pzn75u4h09hS0ZppmMDExgcXFRZjNZnR3d2VVsTnyICxJL8RoBwBcf/k3ML18FNozE1kdWudu/8f10vWtDYIATCYjTCYj2tp2IhKJ8sZBPp8PHg97jjiFrLbWDq1WxxMwkiQxODiEQCCAhoYG7Nq1qyxtcFKYweYuq2X7PWUyGV+Rkcs8KB9KLTulKBparTjFKD1yaW1tjVc5FxYWsLCwwD9T2NJatlQ//RFRjkeG1CX7wUveDucD9+RfUKMBhC7tVQBIVTJzgSAIvq2j0IiUbOurYnugSjK3OcSSzJWVFfT39yMSiWDfvn3o6OjYcKMTBAG1Wn1eK5lCIg0AdXV15yXBBJIkk5ttZBgGYysrCN5+Oy769rcho6gNg1oCbA5l4Mr3oRxGC2Ihl+dWMrmBRiJBYmhoEIHASkGZhamkgFUg4vEY4nHWtEqhUECj0UhMMMUNFGmaweTkJBYWFmA2m9DV1S2qF5Q1+tDDYNCjpaUZ8XgCfr8PHo8Xy8sBeL3sNW00GmG1WmG320SV1W52L2YumP7nv9H2T5ljMbRTY9hz2wcw9uNfI7Jrr6j1kSSF0dEReL0+1NXVrZsrybMa7Qj7I4sl4pTRjLH7/wst//YFmI8+mcKA4rX1WPzrz8N79QeKWne5kY/86HRaaLUNaGxs4BUyrg+QU8i0Wg2sVitMJjNmZ2cljYfJvM+FRY6IXTSbeZBcToCi6BTzoEyZnLlQ6iQPRVEFlSVyIAigpsaAmhoDWltbEYvF+UmD5WXWCZthJmAw6NcVThtqAz7UP/IQLE8/DvlqEAmrHf73XAvP9TcjUV+qI7O076S1A4cR3t0F3fhQ7gVvugmw2STb7naBWJKZDq1Wi9bWVrS2tm6ISJmYmMDExAQfkcKRTq79p4rthWpO5jYHTdOoq6tDX18fnnjiiYzLLC4u4uTJkwCAgwcP8n2cmfD8888DAC677DKpd7XsCAaD6O/vRzgcxt69ezE+Po76+nocOnRos3etKLhcLvT39+Pw4cOoq6tLiV/po2nQX/0alM/8HsT6PR5p242lG2+F730fBPjG+sqbjADA6dMDCIdDOJKhB4Yb2IbDEQwMDCASiWDnzp1obm7mB2vi1Tf2GMPhCEiSBEEQUCqVBZdGioGYfSJJCiMjI/D5fKitrcXevZ0l93cRBAGKorC8HOAVJW5woNGoYbPZYbPZYDabN5DqralisiCiUfS+9zAUwUDO5YKH34KJH/wy97oIAolEAgMDAwgGg2hqaqq4wRdBEFAszsN47EXI41FEG3YgeORtgCJ7aelmI98ERLb9ZhjWmdzv98Hr9SEUWuPXYzDo0djYVJTqvlVBEABJJs2DUj/b6FYrhBTn/oUX2HiJzs49Ja1HCIqisbKyAr+f7eOMRqNoH3oNV/3s/0KRoZ+eNNRg8u4HETpQ/Pu0HPeBenoKe267AUq/N+Pn9AUXQHb0KBtjUkUKXn/9dczOzuKaa66R7FkpjEjxer38+8disaC2thYOhwNGo7GoSZMqyopqTmYVG0EQBJxOJ1wuV6oLKdjZ04mJCYyMjIjuS9RoNAgEcg/6tiKETrmHDh1CQ0MDZmZmNuZMnkfglMxwOIyXX34Zfr8fLS0t6O3tBUEQGPvuAyDnF6D0LIEyGBBvbEmxaE/2P1ReyWKNfzIrmTTNmuEMDQ2Boijs27cPdXW1KcuI3WeaphEOhwHQvBIvpYNlcn/yk7VYLI6BgQGsra3xbn1SvLe53lK7nY0pYJhdfAmc1+vD/Pw85ueFfXO2Dc6SWxGWZ3+Xl2AyAIzH/xfqmTOIt7atu4AmeyIZJjnJcPr0aUQiEXR0tKOpqakix8CBGzwnHA3wXfuhDddLrhLvzUIpA36CAIzGGhiNNbDba3H69GmQZAJ6vR7hcARjY2MAgJqaGv56NBhKN7MqVMVMfq80csMwwkzO7G613LaEZbWlkipuG1L3tcrlMlitFlitFnR0tIEZGcIF/3AP5FkM2xRrq+j4zEcx9MhRkLbajMvkQzkmWhJtHRh96Ldw3n8XzE/9Bor1CDbSZIH32g/B98nPoE2lw/md/F0exGIx3vRHKggjUhKJBLxeL086x8fHodVqzzt/jCqyY2uPMqooGQRBwOFwYHh4OIVkUhSFU6dOYW5uDjabDYcOHRJVEsGVy6YT1q2KbE65ANtjej6X/nIkc2xsDIlEAl1dXWhvbwdBEPD5QohGE4CtNu8Lv5j4j1LBucsm3URZyGQy3vFTLpeXFCkhdJAlCNYNk+uvkh65f7u1tRAGBwcQjcawa9cuNDY28J9J9dsLIwiEJXDRaCxj35zZbOKNPqRyVZUSurE8JW5ITq3qxocQa2kDl4uY5GoMVlfXMDAwAJIkM05YVAIbXTkzqX9MDmfdykPMPuRbZmUliIGBgXXn5B7YbNYNqvv09DSmp6ehVqvXSzKtRZpZEUURTO67pRZn0TTN33+ZymqF5kFcWa1cToBhSjMPoml2sq58zzYAINDym/+APE9GtmI1CNmP74H/1jsyVk6I2pLEky0MA8SdTZj54nfwm7dfBXvAh9179yK6swOMih3zjI250dFhh8FwfrbOlAscySwXlEolnE4nnE4nGIaBz+eDVqs9L8aWVYhDlWS+CeB0OnH06FGQJAmVSoVoNIr+/n4EAgFe+RJbssc5esZiMUlDs8sBmqYxMDCA6elpmM1mHD58OMXdTK1Wn5eqLAcuUoYkSRw+fJgvc2YYBgsLwYLWVamwcQ5cXAEbv5I01jh7dnq9jyu7GQ63v7lAkiQikShPvDQalmAWq3TkQr7fbXk5gKGhQTAM0N3dDbu9fL0/mc6jRqNGQ4MTDQ3OFGfJ5WU/7wKo1Wphs9lgt9uyBrZXAsKBNlEAyWCyOGH6/csYGhoCQQA9PT2wWMxS7GZByJXXmM1MZbP7ZMXeJ+w+ZiZoPp8fw8PDkMlk6O3thdFYk1F1D4XWeKdTofEMlxFrtVpFlbfLZKUY/kjzY6fff/kyOSmKASDM5CyccHIVIVIrmemwPP1bUcs5X3gaTx9+57p5kIU/h2JLo6W89tPvvbBSjZWOTkT2dKUsR1E0JiY8aGuzwWSqapocYrEY9Hp9RbZFEASMRuN5I2BUIQ5VkvkmgMPhAEVR8Hg8mJqawtLSElQqFbq7uwvuSxLGmGxlkhmPx3HixAl4vV40NDTgggsu2OAgqVKpeKfR8+2hNj09jdOnTwMAPxPIwesNIR7PnUGZCZUkmnI5ey44ksk6fo5jcdEl2gwn22AkHk/wartMJoNOp+NJk1BtkAq5BkQu1xLGxsYy5nqK+X4xYM/jOklgGNS8+jIsTz8ORWAZpNkC/7vfh7pDF4Oi0+Mo5jA3NweFQsGXMFqtFsnyQzkkHVuTKnYmo53V7gtQl2ddDADIZAh1H9jwmfC37+3tkSQkvBhkU2WyKzbisibLCU4RFoNM5I777dVqVcb80eQzl+HL51pbWzIazwBsiR13TdbU1GwgYKWWnUr5O3OVE+mnlohGYXnhaajnZkCrNQhe/DaEd+5Oy+TMXlabDZyBmlyuKN81Q1FQrIqbuDQmYti9ezd/Dr1etheSLY22wmaz5yyNlvJ5KFwXw7CTj9meZzTNYGrKh5YWC2y2yhCrrQyGYRCPx2G1Wiu2va1QwVGFtKiSzDcBOIfZH/7wh/i3f/s3XHjhhXjsscdQV5dvCLcRHLGMRqMwbdFG+bW1NRw7dgyhUAh79uzBnj17MpJIzs2MJEm+9HSrg2EYDA0NYWpqCiaTCcFgMEWFpmkai4uFqZhCVIpock39FEWlxBrU19dj9+7domblMw3So9EYEokEGIbJ6iArZf9bMYYopwAAIABJREFULuOTmZkZTE9PQ6fTobe3J+ukTDlerDRNQ+VbQttnPw790KmUz2r/+z+w1nMhpr51H0z2ej6OIhqNwutlSxi5kG0ugJtVnuxZleV0pCsxQofWVMfW7OsIXPZuxO11UHnd2bcDIHDp5Ug4GlO2de7cOZw5cybvb19u5FYEc5doVrq6gEOh20w/h3Nzc5icnFr/7XuzqpDC8m4OarUKTqcDTqeDN57hympnZmYwMzMDlUrFuyebzRYoFPIt18/KTqAkjdVqf/UQGu79TmqP8d1A8NAlmP7idxGvb8hZVptL5UyS0jIqmXI5SJMZipX8lT+UxcZXTlAUjUAgwE9kcTm/mc4hB6mUzPRri6Io/r2QDQzDYHraj0SCgsPx5u4LpCj22tsM9/3zbdK/iuyoksw3ARwOB/bt24cvf/nLaGhowD333FMUwQSSSuZWzcr0eDw4ceIEKIrCwYMHcxp8CFXZ84FkkiSJkydPwuVyweFw4ODBg3j22WeREPTJeDwhJBLZo0HEIEnCgHKZSHMv+nA4jKGhswiHwyXFGtA0g2g0ymfWqVRKqFTqrGWfyf630gY0mb6bmsMoVpWVdpAsC4fQ8Vc3QntmIuPnhoHXsPtTH8Hog4+B1rIqk0ajQVNTI5qaGkGSJPz+ZX6AHwgEMDk5Bb1eLyirNQoGttygmBtYS+BarFBi5l++jY7P/CUIKlWZ57aUsNgw/7kvJv/OAFNTk5ibm4fJZEJ3t7h4mHIhlyIo5nynqNIVQqHnjSMFbLn7WczOzsJoNKKnpyfvb5+LSKcaz7AZsZzK6XK54HK5IJPJYDabecJSymSC9BUO7LocP70Xjf/+tY2fAzCeeBl7Pn49Rh/4DUh7Xday2lwqZ1LJlJWtxJogCPiveB/q/uuhvMv6r3wf/99yuWxdveRKo0PrhNOfcg5NJhOvVIudyMqH9N+CezeIqcyYn18BSdJoaqp8ef1WQbHxJcUiaURYJZjbCVWSuc0RCoVw7733Ynh4GN3d3XjmmWfgcBQf+i3sydxq4EpIVSoVjhw5krfMQ6Vie0TOB4fZSCSC/v5+rKysoL29HV1dXXwcB7f/NE3D5VqVZHvp4fNSg1MyR0dHQVEU9uzZA4ejvqB1cPtF0wwikQg/469SqUT1/yT734ojeJkGpSRJYnh4BH6/v0BVVtrf2fbbX2UlmBy0U2OwPvEovNf/+YbPFArFeoZZHWiaxupqEF4vm8k5OzuL2dlZKJVKfmBosXBqhLQXS/CSyzBxz8+w4ztfgnZyjP87ASDY91bM/MP/h3hDM2QyAokEhdHRUXg8HtjtNuzdu6/sfWq5kI+0iL3mylHinQ3FbIemmZSJFavVin379qWoU/m+n+8eFGbENjfvWM+I9cPv92N5mf335OQkPwlis7GTIJs9XlW6XWj4/jcyfsbtmnpxDg0/vBuz/5AkotkyOTOpnNzzXyaTl1XNdX/oo7D/9j8hi2WfYCaNZniv/XDGzzLn/PoF53EZk5OT0Ol06+fQWnR/eLZnMyCOZALA0tIqEgkKra3WNyXxqTTJ5PBm/K23M6okcxtjdnYW73vf+3DqFFsud/XVV5dEMIFU9W+rQFhCajQa0dfXB50uv1smRzK30rFkQiAQQH9/P2KxGHp7e7Fz507+M66vFADc7rWssSDFoJwRJ6FQiN/GgQP7iyq9ZhgGFEUjEonwxhkajaZg5SpT2Z7Y7wkRjcYwODiAtbUQWlpa0NpanrB5MbA/9rCo5Wr/+5fwf+DmlL8lVUiGL/szGk0wGk1oa2tDOBxZVzi9GxQlboAvZQ7p6qFLMfzLp6E/fRLayVEwcgXWLjiMWEsbv0w8nsDQ0CCWl1fQ0NCAXbt2bTrBEHPPiL3uKlU6W4xgSlE0RkdH4PF4UV9fjz179hRMDAq9B1UqJRyO+oxltamTIFZYreJ6i8vBz+yPPQyCyv9Mtv7PrzF3+xdA6zb2AgrNg5J9ywwYhgZF0XzPI5sFS/IqZ7FutRu3z04AxFraMPXN+9D+95/ISDRJowmT33sQpEWcsRl3Dh2OetA0g2BwBT4fq1TPzZ3DuXPnoFAoYLVa+X/Exk9luo5Ikq34USjEVy35/WGQJI32dlt5y5G3IDZLyaxie6FKMrcpXnnlFVx33XXw+Xz43ve+h9tvv52PLigFCoUCCoViy5TLJhIJnDx5EktLS3wJqdiZSu7huZWVzMXFRZw8eRIEQeDIkSMbypyVSiVCoRAoSjoVMx1SmpAwDNuzNTs7CwBoaWkpureXdZCN8Pun0WhFqyfpKHQQn668rK2FMDAwgHg8jt27d6OhwZnj2xsh9QtWM3tW1HLqc2cLPq86nRY6XRN27GhCIkHyg3tOUZqYmIDBYOD7OEvNP2SNZQiE9l+E0P6L1v9GAOv7HY3GMDAwgFAohJ07d6K5ecemE8xyEMJshjJSoZh95vqpV1YCaGpqRHt7R9G/fTFEmiDY/bZYzLBYzOjoaBdMgviwtOSGy5XaW2y12qDTbXQQLccgVzcyIGo5eSQMzcwUwnt7cy7HEU42roXA+PgE3G437HY778zJltcWZh6Ub5vcTxN8yzsw9KtnUfvIz2B5hs2xTVjt8L/nOviu/wjituLacGQyAmazGWazGe3tbYjFovB42HPo9XrhdrN92SaTCVYrW36r12d+rmS7hgpVMjkEg1GMj3vQ0WEv+v1yPoIjmdxkfKVQVTK3F6okcxvipz/9KT7+8Y/DYDDg6aefxtvf/nZ85StfwcLCgiTr57IyNxvhcBjHjh3D6uoqOjo6sG/fvoIeUFu5XJZhGExNTWFoaAg6nQ59fX0ZA4qVSiUSiQRcriAoqnx9W1IoKTTNYHJyEgsLCzAY9FhbCxX90k4kSESj0fVBlwxarbbk0shi+9/8/mUMDw/xESU2W+FufJI7zKrVOcva+OVUpc1SK5WKFDUiEAjA7/fB602afJSSf5jPNZTLH43F4ujs3AOHw7GprqwcyrX9dEMZKVHoPsdicQwMDGBtbQ1tba3YsaOlZHJfiClXtmtDOAmSqbcYmMpakim5gVABPwhTwLIURWN4eBg+n49X7gGOKLMVHoWYB2Xf/Y33UryxGfO3fwHzt38h4/JS/H5arVbQH87GLnEq59mzZ3H27FloNOp1lTr1uZLtOi6WZAJAKBTH2JgHu3bZoVK9OYbNVSWzCinw5rhb3kRgGAZPPfUU2tvb8fjjj6O9vR0Mw8DpdGJxcVGSuA6NRrPpSqbf70d/fz8SiQQOHDiAlpaWgtexVUmmMN/TYrGgr68v64OeJZkUFheDZZ8BLIVoCnsVa2tr0dLSgpMnX+Vf/IUgFovz0TNyuXw9A1OaY8/U/0bEopCHQ6AMNWCUqpTPXS4XxsbGJYnJkFKlCva9FdZnfpd3udW+t0qzQbAKAmfU0t7ewZt8+Hy+lPxDi8UMm80uKjsv26CVYYBAYAWDg4NgGCaF3FfCuCoXCrlHiilPFRpkSDUwK/S+jkSiOH36NCKRCHbv3o3GxgbJ9iVpypXv+HK78wJcb3Et6upq10syg7zxzLlzqSWZ3ESIlEZRoe4DML/wdN7lKH0Noq0dotbJqseDCARWsGPHjvUYMvYzIZHMZR5UbCZnPog/d7khvBYVCjnsdjvsdjsYhnWPz/RcMZvNsNutsFgyl+uXQjIBIBpNYGyMVTS12q1vFFgquHFR1finilJQJZnbDARB4Mc//jHi8ThfhkgQBBwOB4aHhyUhmWq1GisrK1LsblE4d+4cTp06BYVCgUsuuQR2u72o9SiVShAEsSVUWQ6JRAInTpyAx+NBY2MjLrjgAt4kJxNUKhUCgTjq6+OS9sFlQzFEU9ir2NzcjJ07dyKRSIAgUJD6StMMYrEY76arVCqh0aglfylxx6h79Rjqf34/TH/8AwiaBq1SYfldV8P1559ApL0TMzPTmJ6egV6vR09Pd8kxGVKSBvcHb4H1md/xLqzp4P7u/uAtkmwvHekmH8n8Qy+WlwPwetn8Q6PRyPdx6vX6lMFuJhWFg9vtwcjIMORyBXp7ezfkj0o12C0GhU3CFB+nU2wvcSYUso61tTWcPj0AkiTR1dWF2lq75L9x0pQrdeJF4V2C6Y9HIY+EEK9zYuXSd4JRi7vv2JJME8xmE9rb2xCJROHzeeHz+eHxeOB2uyGTsYHwVit7Tep0upIImPeaD8J5/12QCRzAMy539fVgNBtLeNMRjycwMDCA1dVV7Ny5Ey0tzRuWEf52QvOg9DzOfJmcxV5b3OROqc+zTN8nCKCmxoCamky5qv71XNUJGAx6/hxyBlClkkwAiMdJjI250dFhh8FQ+WiPSiIWi0Eul0uek5wPVZK5vVAlmRkQDAbxxS9+EY8++ijcbjeam5tx880348477xQddfHyyy/jsccew9GjRzE9PY1QKISmpiZcdtll+PznP4+ODnGzlsVAq9VCq019YTmdThw9ehQkSZZcY69Wq0GSZM5g43KAYRiMjIzwPV9HjhyBXl98aDLnRLpVlMxQKIRjx45hbW0Nu3fvRmdnp4gHrgwrK4n1F2hlXnqFKEWrq2sYHBzc0KuoVCpA0xCtZKY7yHIEEyhDiRsA28MPovmb/wwgeYSyeBy2Jx6F5enH8cLf/jOmna0wm83o7u6S5D6Q8hBCBw5j4eN3oOGHd7PrRlL3Idb/mf/k3yFy4FBxclqBSM8/5LLzUsvfNDzhNJvNUCiIjL/J3Nz8ugulBt3dvRn764DsRKWcKGZgXsr+SRFxUsg+s+ox22fY09MDiyUZ8SD9fcjw/dYIBtH8zX+G9fe/TYmzIU0WLH70b+C+6daCSlMBQKvVoKmpCU1NbFnt8nKAJ52BwArOnDkDrVa7HsFhh8lUuNMpaavF3Gf+hX+WpB4dex9Gm9uweOsdedcl7D3etWsXGhsbsi6bfi6ShJOLm8mfyckuX7zKyU1oF3tNiLkvhM8VhmGwvMyW6/t8/hQDKKvVyk9OlvqspigaExMetLXZYDLlnxg4XxGLxSrqLFstl92eqJLMNASDQbzlLW/B8vIyHn74YRw8eBBPPfUUbr75Zrz88st4/PHHcypLHK644goYDAbce++9uOyyywAAzzzzDD7xiU/gF7/4BV566SVccMEFZT6aJJxOJyiK4hWyUiCMMakUySRJEq+99hoWFxdRW1uLQ4cOSZJtqVKptoSSyZX/kiSJCy+8EDt27BD1vUAgAZpmiio7LQViIk68Xh9GRkZAEOyA1Gq18J+xM+cEKCr/ftM0g3A4zJd5qdXqFJdBqUmE/o1XUwaF6WMsWSKOS//9X7H87Qewo7dXslJdqV+yi5/4LGLNO+F46P9BOzkKgD2W8K69cN3yKSy/+xpg/Tet5As+PTuPLX/zwuv1YX5+HvPz81Ao5LBYrDzpVCoVEOYw1tTUoLe3R8QzIElUKtGnuRm9oHQJ5zBfz6sQXq8Pw8PDkMvl6O3tRU1Naml4ucg8Ew5jz9/cBP3gqQ1TWoqVZey4+1+hWPFj4VN3Fr0NhUKB2lo7r8oGg6u88j43N4+5OeE1yTrWinU69XzgL8AYDHDe8w2o3K7kBwSBwNvehdkvfB20xZJzvi4SieKNN95ALBZDZ2dn3rinXOdC6FYLZM7kJAgGiQRXVouizYOkVNtzgataSJbrs54NnMrpdrv5+2NwcIAv1y9WqaZpBlNTPrS0WGCzFT/RvZWxWSSzqmRuL1RJZhq+8IUvYHBwEE888QQuvfRSAMB1112HL33pS/jc5z6H++67D3/9138tal133XUXrr32Wv7/b7jhBszNzeGzn/0s7r77bjz0UP5gY6ngdLIK0vz8fMkkk3vwRKPRkpREsRBmRO7cuRPd3d2S2Ymr1WqEw2FJ1lUs5ubm8Prrr/PlvzabOAv4eJzEygo7O1tpkgnkjjjh1CaNRo3u7h4YDMnrhBsQy+XyvJErJEkhGo3w6qlWqyn7xEbdL3+cdxllIo4jp49j8S3S9TQC0qtB/vdcB/+V10JzdgKKwDJIi5Xt/RK8yFMnDCpLklLL31oRjcZSSt84R2yTyQSKorC2tsbnMKpUigJ6H8s/2C2+vFAK1+bijk/s9cb1HqvVavT2ZlePy4G6h38C/SAbw5Wt9Nv5wPfhv/JaRNv3lLw9mYyAyWSEyWTEzp2tiEajvOlM+jXJ9XKml3oLQRAEvO/9M3iveB+Mx16Aem4GjFqDYN9bEW/YwR9EtnOxthbC6dOn18uT9xXdHpIN6WW1XDwKQXBltQCnchbjVluZ+J3U/lyCAPR6HfR6HW8AderUGwiHwwiFwggEpjA1NcUr1VarDSaTqSBTMoZhMD3tRyJBweHYaMp3viMWi1VkfAdUVcztjCrJFGB1dRU/+tGP4HQ68Z73vCfls1tuuQWf//zncdddd4kimU8++SQOHjy44e+cCxzrclc5NDSwpTVSOMwKlcxyI1dGpBRgexorey44MAyDsbExjI2NwWAwoK+vryDjGJdrlXdn5TLANgNCpYhhgKmpSczNzcNgMKCnpyeDuQv7QlEoFKByZMixESVRfgCt1eoyDgIkfUHRNMwvPCNqUcvzT2Hxr/5Oum1DejWIPS9AtG13zuW4HsZKlpZmgkajRlNTIxobG3hXSY/Hm6JEhMNhTE9P87ENYpVkKUpLs6P4QbRUv3cxMTxilj13bg5TU1Prvcc9WXu/yzJQpGnUPvqLnItwZ7/2kZ/j3J3/WvIm08meRqNBY2NDyjWZyemUU8fMZnNmsqJQIHjp5Vm3m6m8NBhcxenTp8EwzIby5Fwo9lRwhJOmCchkybJagC2pLdatthiiWWycVCYoFIp1kzgNDh06hGAwyKucnFLNmpJZeAOofKZkHObnV0CSNJqaxJ2b8wEMwyAej1dUyQSSxlVVbB9USaYAzz33HKLRKPr6+jZc6DabDbt378bY2BjGx8exe3fuQdtb35pZ4Th27BgA4PLLs79sygFOyVxcXCx5XUIls5xYWFjAa6+9hmwZkVJApVKBJElQFCWqDFoqUBSFU6dOYW5uDna7HYcOHSqoVzYWI+H1hvhg6c1QMoVgByCsrb7X64PdbkNn594NESXCAYFCIc9KMoUOsjKZDDqdLiuZkDRxIB6HLCGuR1e+Vp5cUilRyKAu2cNYebMcITiiq1DIUVNjxPT0DBiGgcNRD6VSBb/fj7m5OczNzUGhUPAltVarJa/Knck9WAqwWZ7Ff18qcp8zAoRMQBaNgNYZgHUlKtc2GQY4c+YMzp07B5PJhO7u7pzOq+W4ZBTLPqgX50Qtqx96XfodSENmp9PUUm+hg7LdbiuorUOoSAcCAQwMDIIgCPT29sJkEq+WlXL/CitU8pXV5jMPEqK4HNT8zyKx9w7nIUEQSFOqY/D7/fD7fVheXobX6wUA1NTU8CpnTU1NThK9tLSKRIJCa6t1W5CkSmdkVpXM7YsqyRRgYIA1NGhtbc34eWtrK8bGxjAwMJCXZAoRj8cxPz+PX/3qV/jmN7+J2267DZ/61Kek2GXROJ+UTIZhMD4+jtHRUej1evT19aGmpib/F4sAR5jj8fgGs6RyIRaL4fjx4/D7/Whubsb+/fsLLv9dXAyCYRh+UL3ZJDMWi2NwcBCh0Cpa7TZcMDMG9bHnQOt0WLn0csSaNyrQcrmCN2PgQNMM4vEY4vGkSYNGo5Gs7zEfGLUapNEERTC/e3K83in99iVXMTfXtbRQCNW1cDiC06dPIxqNphidCJ1B/X4/3G43lpaWQBAETCYT7HYbbDY7tNrMrqNSl++JVQTzrUP6CBD2ejK8+jLq/+PHMP3vcyAoCpS+Br4/fT+WbvwY4k2tGddB0wzGx8fgci3BZrNh796NE0YVwSYMPsVuMlOpd5KssA7K4+OAwVDDT4QYDIa8ZaY0zcDv92NwcAgKBeueLGw3EItiJi5y3ReZymqzmQexz+uNKmfh914+gil+XSRJZlTmNBo1GhqcaGhwppiS+f3JrF+VSsWXRlss5oyTWX5/GCRJo73dlvo+f+MN4Be/AFwuwGIBrr8euPTSgo2qKolKx5dw2A4EvYpUVEmmAC4X25RvsVgyfm42s+UQS0tLotc5OjqKvXv38t+/6667cNttt1VUNQOSJHOrK5lChc9ms+Hw4cNlnU0TZmVWgmSurq7i2LFjCIfD2LdvHzo6Ogp+sEajCfj9bB/pViCZa2shDA4OIBqJ4j2nX8GeX/8c8lBS5dvx3a8g8NbLMfsv30bCkuw3lcvlKdcQTTOIRqP8sahUSqhUalEEUzLSQBDw/en1qBfRl+n70z8rfXtpkG5Gt7Tfo7ylpfkRDK5iYGAAFEXxMRlCcM6gzc07EI8n4Pcv8z1zgUAAk5NseSc3uOdiDDhImaUphQopNZdi1nv86n9+H5ru/mrKZ/LQKup+9RBsTzyKie89hNCBQymfUxSNkRG2IsHhqMfu3XtET/JIPTlBWu2I1zlSDXOyINzZI8k2i70H08lKMLgCj8e7TlamMT09DbVazZMV1kF54zhgacmN0dFRqNUq9PbuL7r/tZiJC/ElqrlVTnY9mTM5c6rtBR+D+OMT44afbkrGZf36/X64XC64XC7IZDKYTCbedVg4mRUMRjE+zmZpKsIh4CMfAR5/PHUj//7vQF8f8MgjQFOT6P2vJDgBodIZmVVsP1RJpgCRSAQAspa3cISkEKOYzs5O0DSNubk5/P73v8edd96Jn/zkJ3j00UezKqblgFqths1mk4Rkcg6fUiuZ0WgUx48fx/LyctEKX6Hgzmkl+ks9Hg+OHz8OhmFw6NAhnvgXioWFIP9QlsvlIAgCicTmkEy/fxnDw0NgGOC6E0fR9qsHNizDADC/9Aeob7sBYz/5b1A1bH6rXC7n3WXTHWRVKpXonhipsfiBW2D5zcNQRUJZl4k1NmP5vdeVZftSDNRLLd8Eyldamg3ctnw+P4aHh/kyQbPZlPU7bFmtAnV1tairqwVNMwgGV+D1soSTizHglAi73Qaz2QKFQi4wPColZmFzFF8xMBx7EU13fzVrVqo8tIaOz34Mg795EZSRnUAlSRKDg4MIBFbQ1NSE9vb2zRVcZDJ43n8TGu/9TtZFuOPz/NlHJNtsqRMHcrkMVqsVFotlnayswetlycri4iIWFxchk8lSegA1GjXm5xcwMTEBnU63brCkKaHXtzwmUJm/mymTkxYYCW0sq5XLCQAyFDvJU8j+0jQDiqIKMo0j0rJ+EwmSJ5x+vx/Ly8uYnJyCTqdbn8yywmg0IRSKY2xoEXs/fSNkL72UeeX9/cDllwPHjwOm7M+3zcJmkcyqkrn9UCWZAnBKVnoJHweuhECn0xW0XoIgsGPHDtx6662or6/HNddcg5tvvhkvvvhiaTtc4D44nU4sLi6muEkWC7VaLamSGQwGcezYMUQiEXR1da0Pbsr/wBEqmeXE9PQ0Tp8+DZVKhb6+vqxqeT5EIgksLycnOQiCnRTZDCVzcdGF8fFxqFQqHDbq0ParBzIOaLn/156dRP1P7+WjBjh3WSkcZKWaCU0kSJzyLWPkY5/F+x/8HtRrwQ3LRJtaMHHPz0BpOUfJze1hTIeUxKcyzpAsGIbhrym1WrXBlTjbd4SQyQiYzWaYzWZ0dLQjFArzURRCJcJsNvMqp0ajKSkCRIpTX47rp/4XPwKQmWByUAQDsP3uEbhvvBWxWBwDA6exthZCW1sbduzYUURkRfH7mw3uD38MlueehG58OOvzxf3hjyGyp0uybZZavsxeF8neRoPBAIPBgNbWFsRicSwv++H1sj2APp8PAPiJW51Oh/3790OtVlX4/pNmPeLLatn7lVXJM5sHSXXcUmRkKpUKOBz1cDjq+cksn48lnOfOncO5c+egUMhhtdqwb/g1yF56KesEDwBgfBy4917gzuKjd8qFSpNMDlWSuf1QJZkCOBwOAMDy8nLGzzkX0vr63BlVuXD11Vejrq4OL730EoaHh7Fv376i11UICIKAw+HA8PCwJCRTo9EgGNw4AC8GLpcLr776KgCgr6+PPw+VgLAnsxxgGAbDw8OYnJyE0WjEkSNHSirLXVjY2CuoUCgqSjKFeYUGgx7d3T1o+f7XAeQe0AKA/TcPY+ETnwUUSv6Fv7a2BplMBpmMgEajLar3S4oBUjQaxenTAwiHwzBfdgVG3n8DbI8/AssfnoB8dQUJWx38730//FdcA2a9LzlpliPdIK1UwiG1QyxL/gGGSY0JkBIEQeDsWbakkLumsrmYZvputt9MGGPAKRFcRIrf78fExAQMBgNsNhvq6uzQ6fL3zAm3K+XgX8q+TFkkDOMrz+ce5K7D/NyTmL72Jr7/dc+ePXA6i3sGl2WypcaI8f/3MFq+eifMzz+VcnFTOgNcN38Crr/89Kb1EWdG9ntFrVbB4XDA4XDwPYDT09NYXWVbDMLhME6ePCnoAbRAqZQXfE8Xsny5fjsxZbXs84UGkDmTM9N9Uej+cu9HKbK1ue1zk1nJHnFW5fR6vbA/+nN23/Ot6P77qyQT1XLZ7YwqyRSgp4ft6Th79mzGz6enp1OWKxYtLS1wu92YnJysGMkEWIfZo0ePgiTJkvscuVnXUggrwzCYmprC0NAQtFot+vr6YKpw6Ug5lUySJHHy5Em4XC7U19fj4MGDJb3kwuE4AoHIhr9XkmRSFI3R0VF4PJ71vMK9UCgU0I0OiPq+ctkH1dIi4o3N/N8ikQhqagzQ6fQlGfyUMlAKBlcxODiIRCLBh50zMgLum26F+6Zb83ybSYlxKRWlvG/LVb7J9vgl/1vqdY+Pj2NhYQFmsxnd3V0Fl7WJ2ad0JYIz+PD5fJiZmcHMzAw0GjWsVhvfM5crN0/6uBfpViYLrYEQuXPESgCnTp0CSZLo7u4qOYdRandimqYBkxlnvnUfVPOzML30B8hDa4jXOxF4x5Wg9Yb15aRT/UrZ/UL2QSaTwecpLKz7AAAgAElEQVTzYXV1FVarFa2trfx1uVF5t/LKu9SoFDnPpXISBAQqZzKTU6HIFFtV2Ha592O5MpbZHvFGNDU1giQp1H3NK+6LZ84A8ThQIRdXsdgsd9mqkrn9UCWZArzzne+EWq3m++aEF7zP58P4+Dja29vzOsv+7Gc/w913342TJ09m/JzrizQaKxvg63Q6QVEU3G43mkpsONdoNCVlKdE0jTfeeAOzs7OwWCw4fPhwWV6e+VCunsxIJIL+/n6srKygra0N3d3dhT1AEwlgdJT9986dgMWC+fnMjqcKhaLscTIAEI8nMDg4gNXVVTQ2NqCjY9d6X03hiEZjvGI5NjYGrVYLu90Om40Nxa7ku8br9WFkZAQEQWD//l6YzeaiyJqUg9zNLt/MBOFAQCoSwU5aDMPj8aG2thadnZ0FBaIXC5mMgNVqgdVqQUdHB2/wwQ7uF7CwsJASRWG1WKBWyIH1QWo5yDxByMAw0hgtUUYTaJUKMhGTZz6VBjRNobe3hze3KwVSXoPp5lPxxmZ4PvTRrMtLdQ+Wcn2L3TZNsznJS0tLqK2txd69eyGTETAaa9DcvCOtB5D99+TkJPR6PaxWto8z37NSzG+xeU7SSZWTJZw0ZDL2mSAsq+V6OwmCgIwgIFfICj4/5SKZ7Ds9dayoUMhBiBzLMDIZookEtFuMZMbjcahUqoqTvirJ3H6okkwBampq8LGPfQw/+MEP8OSTT+K9730v/9mDDz4IhmFwxx138H8LBoO48cYbYbPZ8JOf/IR3jKUoCgMDAzh79ix27kyNbnj++ed559QjR45U5sDWwWVlLiwslEwyOWIZi8UKJpnxeBzHjx+Hz+dDU1MTDhw4UHG3XQ5yuRwKhUJSJXNlZQXHjh1DLBZDb2/vhmsgJ6JR4BvfAO67D+BMmlQqJK57P2If/CsgQxRIOXoy0/tj1tbC6+V0EbS3d6CpqUkw8wyEui9AzevH8643bq/DitGKRDwOi8UKvd7AB2NzfS1KpZJ37rNYLKLLZ4sZF3JGGxqNOq0HsLhBl1SD3GIG6pUyoZEq4iSRIDE4OIBgMIimpka0t3cUNblQKqFJN/iIxeIIBPzweLww9P8RnS8+hdbR01BQJML2Oriv+gACH7kVlNla2obTIKX6x6jUWH7X1bA98WjeZUcPvx0HDhyAwWCQbPvSgCjK3Vi6e7DwyRSx2xU6+DqdTuzevXvDtZ+pB5AztJqbYw2tlEolX1YrJic2HcJn+GaCK5MFuPxkTuGkoRsbRP1/PgTri0+zCnZtPbzv/TO4r78ZVL1T1DOjFJIpfBdyFR1sf2nynk2/TlYPXQLN3EzedXu7uvDys8/CaDSivr4eDocDFotl08lWMeO6YsH16laxPVElmWn42te+hueffx633XYbHn74YRw8eBBPPfUUvvSlL+GKK67AJz/5SX7Zp59+Gk888QQA4NOf/jQuuugiAFh3+0zg6quvxre//W309fWBoig8++yzuOOOO6BQKHDfffdVXLkrR1ZmNBotSJFdXV1Ff38/QqEQOjs711+um/tAValUkpFMrr+UIAj09fUV1r8biQBXXgmkG0LF41D+58PofPJJjP/gl4h0dqd8rFAoQNM0KIouSAVKJ5LCwQb3EgXYXuTBwSEwDIOuru4NcRIA4H3/Taj/+f0Aw+TsQ1m86gZQBLuMWq2ByWREba09JfvQ6/VhackNl2spxYHRZrPldJwt5EXFMMmgeYPBgJ6eHn7dpSp1lTTrEKKcKmY6Sj1Grv81Go2gra2dn7QoBlIPUNRqFerrHbjgN/8B5w/vTvlM53Wj9cF7sPqbX+LFf/kuVN0HYDabJclxZY9Dur5X159/ApZn/n/23jtOkrLcHj/VOc10nrwzs5N2J+8um1gQ8IqAwo+gBEWCisoVRBTh6hW/iFmu3guCARG5IgheExlRSYZd2MDCTvfkPNMz09N5Qufqqt8f1VXTPdOhOs6wO+fz2c/udlVXv9Vd9dZz3ud5znkeglDyKg13eTVUH/93yPJIMPPWV5qDQnI+7sFs7ic+n8co+PbC4/HwVvBdLWjl8/mi/X/OhD6xOp0eCoU87fjzXdqcD1AUDaGQKZXVP/N71H3nyyBiLgSpzYrqX/0EZU89gf57/xf+ti4k8uSMRTqSycYgiZ6Hsc9C5v/pz8F+xfUwPvVk2p5oyW23oaGhAfPz8xgeHsbw8DAkEgnKyspQUVGBsrKyvPWRZgJWgKrYWO9YcBP5xybJXAW1Wo1Dhw7h61//Oj760Y/CZrOhtrYW//Ef/4Evf/nLcZPUgQMH0NDQAL1ej/b2FWU7Nrv55JNP4rOf/SxH6iorK3Heeefhtttuw44dO4p+boXwysykzNRms+Ho0aOgaRq7d+9GdXV1zuPIB/Jhx0LTNMbGxmA2myGXy7F///7My6G//vW1BDMGosUFNH7532H+09+BmMxvrFemULiWhMUGwMwDkwlkVz88E8Fqncfg4CDEYjE6OjpQWlqScL/glnrM3vglVD/4wzXb2AftUlMrJi+/HjSdWEGW9T6sqYkXaWHUQRkFxpKSEq6sVqlUZkVMYvtKExnN54OsZeIFlwiZZzGLn5HI1ktzeXkZPT0mhMMhbN++PSchNRb5Dpa1f3sOlb+4L2mQWOJx4vTvfhmP3vE9CKRSaLU6biFELM7+sUoQ6e9Jvgg0bcfoDx5Cw1c+C6F/re2Wu7waYz99AnKNOr9ZVBrIlSzn43peEazKehTI5Bz4XIPhMImenh4sLS2hvr4edXV1Wc1hCoUCCoUiqU8swFpr6KDTMS0IqxdCNrL9DkXRUJmOryGYsRAvuLH99k/hnd++jIiqJKEnJ/vdhsPhqBK7CAIBEbOgE59Jy9dt4G9pg+VzX0HNj7+fdB/605+G+vrr0UkQ6OzsxPLyMqxWK+bn5zEzMwOLxQKCIKDT6VBRUYHy8nKoVKqiELFgMJi1An6m2OzHPLmxSTITQK1W47777sN9992Xcr+qqiqMjo6ueV0sFuOiiy7CRRddVKghZoXYctlcEZvJ5IPx8XGYTCZIpVLs3bu3aBMYH0gkkoy8T1eDoiiYTCZMTExk31/q8wG/+EXa3aQzU1D/6xUsnH0eAMQ9OCMREgKBNK6Mhxnf6idn+icpTQOTkxOYmJiEUqlEZ2dH2nOy3nALImoNKn9xH8SuGOEDgRDz770AQ5+/E5RSxRFM9qGSKDCLLRVjFRjZIGp8fBzj4+OQyWQwGPQwGAwoLVVzcvipAiemRNOMhYUFVFVVoampKS74ymfgtdLXnTlxyDzoL5zyaypk6qXpdnvQ22sGAHR1deVtHsg3ySx/7OfMcVPso3NYcaZrDuZt3XA6nbDb7dFsUin0emYhRKHITEk63+exeMZ70ff0P6B76kloXvsLKI8LHmUpxs8+H7Lrb4RQpYopAczbx+bs05qv74Ht5SvGPZhu/2AwhJ6eHni9XjQ1NaGmJvdFVoqiIZGIV/nELnKLc9PTFlgsFgiFopiyWh3EYlFRKx+yQdljP09KMFlIXA6U/fUZzF9+LbfYxfZzMmX9AgAESJIETbNVP+xJF/bk7Z+8GaGKalQ+cj/kY8Pc68GKatg+9ikEPnMTGmkaguhzUKVSoampCU1NTQiHw1yGen5+Hk6nE729vVAoFBzh1Ov1BWkzIkkSkUhk075kE3nBJsk8hbAemUyKomA2mzE+Pg61Wo19+/blZOFRCLDlstko5YbDYRw9ehR2ux1VVVXYtWtXdhP/kSNA1CInHdRv/gOL55zPZSKFQubBGQqF80KQIhEKQ0NDmJ+fz0ztkyBgv+I6OC79CDSHXoNobgZhsRTzO/cjaCiDQEBAIVdwJb3sanK6YEcoFER7NHWg6WYsLy/D4XDA6XTAYpmBxTIDkUgEvV4Po9EAjUaTcLx+fwA9PT3w+/1Z+wBmilzEcvi+Z71L3viWJs7P2zAwMACxWIyurs489wDm7/wls9NQ9vXwsv9oPH4IgiuuAUlGOM9DJps0itHRUcjlcuj1ehgMem4hpNgIG8ow+8nP47Uzzsf8/DwMBj1aW9tiSuvzq46cK/KdYcv2Hsxk33TfXSAQwIkTzNyzffu2vNp0xd5/TFmtGhqNmmtBcLuZ/mK73Q6bzQaCYPZhs+8KhaKoQmt8QAQD0Pz9r7zuQcPLz8P5kU+sUaulaeZZBsTHKWyVSaHPmaJouC+4BO7zL4Z8sBdipx2RUjW8bd1MJdJSEENDdjQ1GdboDojFYlRXV6O6uho0TcPtdnOEc2xsDGNjYxAKhSgrK0N5eTnKy8vz1n61Xsqymzg5sUkyTyFIpVLo9fq8kEyRSAShUJgykxkOh3Hs2DHYbDZUVlZi165dBZMQzwVSqRQ0TSMcDmc0sfp8Prz55ptYWlpCS0sLtm/fnv1qnH+tNUkyEAF/3MTMluflQ/wnHCbR22uGx7OAiooKtLS0ZBwY02IJ3Gefj2AwxJF3oVAIuVye4FiZBbgEAZSUqFBSosLWrfUIBAJwOJxwOByw2Wyw2eZBEKzkvz4q+S/FwsIizGYzIpEI2traUFZmTHDswpG1bMRyNnqmIRbpyoMtFgtGRhjS1dXVBaVSnlcikUvWbDWEi4yKM5+rXhTdVyQSwmg0wGg0gKbBZZMYkRYmm8QuhKQSack3yRMICIRCJPr7++F0OlPe0+vVS1wssIuI+SSPQPrSXq+XEU0Lh8Nob29P2NOeK5L9dnK5DEplNaqqqkCSJNxuD5xOB1wuF9xuD8bGxqILIUxZbb76i3OFyOcFEYnw2le4wPiaJ/PknJubg91uh0qlivpykknLavOFuN+CIODf3oFET3ivN4TBQTuamw2QSJL3i+p0Ouh0OrS2tsLv93OE02azcfGcWq3mspysQno2YElmsTVDNjOZJyc2XsS/iYKBIAhUVlZibm4uq6zd6mOl6mX0er148803sby8jObmZrS2tm7YSSTWK5MvyXS5XDhy5AhCoRB27tyJ2tra9G9KhYYG3rsGq+vi/h/bk5kLYjN9W7duRW1tbdYP30AggFAozI1PJpOlDF6yDXBlslh/MhJOp4sLolwuV1Q5VoZgMAihUJDGpqGwwXUhgviNRApYrztgJZCnaWB0dBQWiwWlpaXo6OiARCLOKymMfnreFglInSF6xPREM6xPtFgBqNWlUKtL0dCwNU7QKlakZcX70AC5XBbz/vwtdoRCIZhMvVhYWMCWLVvQ0NCQ8p7O1zWa7fsLnZVnSyj59xGnL0NPNealpWX09PSAoih0dHRApytcm0iyHlT2/yKRCEajAWVlBlAUOFXv+IoQYTTDyZBOiaRwojOxirIrGgHM900qVaDEEgjC6QX5SG1i0k4QjBAfa/vS0dEBgUDA9WCyWU8AnCcnQzpzP7dM5rdAIIzBQSajKZen/77lcjnq6+tRX1+PSCQCh8PB9XIODg5icHAQUqmUy3AajcaMxIM2M5mbyCc2SeYpBJZkms3mnEkmwAT4iTKZDocDR48eBUmS2LVrF7Zs2ZLT5xQasSSTD2ZmZnD8+HEIhUIcOHAgZ/NyAMC2bcAZZwAHDybdhQYAgQDOiy6Pe32FZIaz/vjYTF9rayvKy8uyOg5F0QgEAiBJZrVYLBZDJuPX25FrgCsSiVBeXobKynKQJNPHOTk5iYUFJttEkhEMDAxArzfAYDDEiWEUi6xlco589tloz2dmPMzcQpIRjB87ioo//xFnjfahRCBAqKYOzks/gsXdB5Dv9EG+Mr/hsgos7j6A0mOH0u7r/OCH0u4TK2hFkmScSIvb7cbIyCiUSiWX5dRo8uOfHAqFcOIE0wPY2NiILVv42VatpwVIMbL3mfURpyeYyY7DqHKbARDo6uqCWl14X+xEPag0SULzj7/B8NQTkE2MghZLsLjnAOyXXwd107ZoRUgwTmTNbrcDYLy82esyG6G1FSIZq9S6Mr61vrDR/SRSuN/3QehfejrtZ7g+cGnC16enLRgdHYVKpUJ3dzdX8bO2rHbFkzMSieSc5czmug+FSAwO2tDUZIBKxb8XUigUcmSSpmksLS1hfn4eVqsVU1OMzQ1BEDAYDJxFilKpTHlMNg4qpoUJsJnJPFmxSTJPMVRUVODVV18FSZI5r1RJpVIsLS3FvTY5OYkTJ05ALBbjjDPOgE6XXy+5QoBvfylN0xgaGsLAwACUSiX279+f376yb38beP/7gQQZSTarYrvqEwhXVMVtE4mYVcpsM5k2mx0DAwMQCoXo6uqCRqPO6jgMwfSDJCNcpjvTlfB8BrgulxMLCwsoKSlBQ0MDFhYW4HA4MDMzg5kZZtVep9NzQRRfP85csZ5BfLEQDoex+MSvcNmD90ASa6HR+w50f3kGi/veg9F7HgSlSqxWvN6wfvwmlLz1BogU36+3vRtLe8/M6LgikWiVSMuK9yEbFEqlEmi1OhgMemg0/H1iY+Hz+XHixAmEQqGsegDXwwKkmArJfM8v3f2V7BydThd6e3shEokK0H+cGrFBO7G8hMYvfWrNgolschRlf3gM01/4GmzXfAYymRTV1VWorq4CSUbg8bijVSGxQmtSbr7UaDRcT+9qIhYrPJeKSKbD/DWfhvbl5yFI8VwLVlTDdcFakjkxMYmJiQmUlpaiq6szrjQ9WVktTVOcYFAuWc5s5+RIhMLwsB0NDXqo1ZnrVhAEgdLSUpSWlqK5uRmhUAg2mw1WqxU2mw12ux1msxkqlYojnDqdLiqOtAI2DtoU/tlEPrBJMk8xVFZWIhKJwGazoaaG38p2MkilUoTDYUQiEQgEAvT19WFkZAQlJSXYv3//uvgsZQM+mcxIJIJ33nkHFosFBoMBe/bsyX85yTnnAL//PehrrwWxvBy3iQBgu/xaTN9655rgKNtyWZoGpqamMD4+Drlcjs7OzozVMFmQZASBgD8qIy9IaFHCF7naf5BkBH19/XA4HDAY9Ni+vTVaBqZBfX0dt2rPrtg7HDbQNMH1cRoM+oL3o/ANct9NfZksAoEg5p/7Ey75yXchjCReMCk9/E80fPVmjPzo0bxlNPP5PS3tPwtTX/0ear/31YQKl76m7Rj574dBCIVZX6ervQ+9Xh+XTbJarbBarZxPLKsMyqcqYHFxCb29JoTDEbS3t8Ng0Gc1vtwtQDJFcRWS+dyDqc49WRbTZrOjv78fUqkEXV3dWc+puYKmaTTc9QWUHjuUtPR7y33fRrisAu7zLuZeE4mEMBiYag+aZiyHmOvSibm5WczNzUIoFECj0UKvN0Cn06X0L84W/u2dmPjOj1H/tVsgCK+t0gmVV2LkgV+Dkq/EGTTNKNlPTU1FRes60i7SEASihFmQNsuZjnDmujBDUTRGR52oq9NCr0+dcUwHiUTCVVBQFAW3282V1Y6OMsJkzKLXiidnbAtUsTOZmzg5se4kMx9lm5vgj1gbk1xJJhuIe71e9Pf3w2q1ory8HKeddtq6GAhnC5YsJstkBoNBHDlyBC6XC7W1teju7l6z+pc3XHopXCcG4P3ZL1Fy7BAE4TACDU2wX/IRBOubAKwNjoRCYbQ8kT/JpCgmK2u1WqHRqNHe3pG1vx9JkvD7AyAIpt9JJpPnnBWMnRcyeQiFQmGYzWYsLi5Ejc6b1gQD8av2JNxuN5dNYsoXR6BSqWAw6KHXG6LeZDmdTkKsBPHJg+tkZDsbf8piwOv1wWTqwQXP/TYhwQRWqIT60OtQ9rwFb/fuvHx2voMVx2VXY3nHHhh//xhKD70GQcCPUHUtHJd8BK7zLwYtlQF0+t+QL5RKBZRKxvswHA5zmSS3m/l7eHg47XXpdntgNptAEIKcqhJYsPYmsX22mbyXL9YrK8+HaCbbnoiAz87OYWhoCHK5HN3dXUUXT4mFfLifl0Jr5S8fgPv9F4MQsNkk5lpm5ydWaI1doGNUlB1wuz1wOFb8i9mKkHzNlwQBuN/3QXi3taHs949B8/pLEC4vIWSsgPOiK+C8+ArQGh3XAMn0f4/AYpmBTqdDW1tbxs+h2CwnSziZP1RUNChVWW1+Wi5omsbEhAvhcAQVFfkpsRYIBNzv097eDq/Xy4kHWa1WztZOq9VySYNC2KOkwiYPODlB5DCxF+WJQNM0ZmZmYLPZ0N7eXvQU/smG3/3ud7jqqqvw1FNP4dJLE/cy8MXk5CTeeecdKJVKru+nvb39XTdZhMNhvPjii2hsbERHR0fctqWlJRw+fBherxetra1obm4u6PnRNA2z2YpQKDZATxzAMoEZANA4ePAQ1OrSNeNPBJIk0dvbB7fbjfLycrS0tMTYGWSGUCiMYDDICWooFIo8qxMS4GtQ7/P5YTKZ4Pf7efegxQaQFEVjYWGBE2lh+41ZVWa2jzPb7yoZUpHpZMH3RsxwLiwswmQyQbbowWe+fhNDwNK8x37pRzD1tf/K2xjy7/fIV/U48wWR1MdbOQ+KomN8Yh0IBFYyDSt9nBq4XC709/dDLBahs7MLKlVumZBVI+J9H2Z19HW+nmPn0sTb6FWvrR1vbA9gV1dXQUVz+KD6R99BRdTvNR36nngJ/pa2jI4f61/scjnjrks2887YSWVHVvjee4xHNIXh4RHMzs4msOjJD1aX1a4G83kE77JaPigvL0FNTTKhuvyAJEnY7XaOdLLPPZlMxqnVGgyGgjgD0DTNVZBJJJJ3Xex4iiGrH2fdM5lPP/00hEIhWltbUVlZiVCIsT0QiURQq9UQiUSYnp7G1Vdfjaeffhrd3d3rPeR3NVivTHblKheEoyUsPp8P3d3dqK+vz/mY6wGRSASCINaUy9rtdhw9ehQURWHPnj3cd1dIOBzeVQQTSKacuZLtIyASiRAOp89kBgIBmExmeL1e1NfXoa6uPgcF2SDC4TBomoZEIoJEklpBNjvwszjxeBZgNptBURTa29tRXm7kKZyzso9AQECr1UCr1aCxsQlerzfqx+nE7OwsZmdnY9QXmeA+2+xvojEk+41XYyMpyrJwOBzo6+uHUCjEzjJDyl7GWEjnZvI6jnxnxPgmi3PxQ02E2OMIBAR0Oi10Oi2amlauS5fLxV2X7P5isRjt7R15JphAtl6afL6PjXA9J1JGZpGYAK8s/NE0MDExgcnJSajVanR2dqybVRd7DgQBSJx23u8TO2wZk8zV/sVe7zKXfZ+bm8Pc3FxW5d7MefC/JiIRpipnbs4Ko9GI1tbWgtiwpCqrBWhEIhEARF7Eg1jMzy8hHI6gvl5XMAImEolQWVmJyspK0DSNl19+GRRFQS6XY2JiAhMTExAIBDAajZzIUL5bodjvaxMnH9aNZEYiEQiFQvz4xz/Gq6++CrlcjkAgAL1ej7q6OlRXV3OB3Pj4OCYnJ/GrX/0Kn/nMZ1BTU4OSko0pGLHRwZbL5uqVabFY0NfXBwDYunXru5ZgAswEJ5FI4kgmK2AkkUhw+umnQ6stnPQ8C8bTazHJGBOv9LMBkVgsSlsuu7i4BLPZjHA4nJMheKyCLABIJGJIJNKC+qulKmuLFS7q7u7mreKYKrglCEClUkKlUnJlYqzyItvLSRAE1Go1V74Ya0ORDZLZK6wO1Nc7g8mqV7JBwczMLIaGhiCVStHZ2QWFc573sSKK4gmiZIpsyE82fqiZINF1OTIyzJUtkmQYx48fz1kVNBkyFQTik6HcKD1Z7DBWj5lwuVD+3O+g/dtzEC24EdYZ4Tr/Ejgv+jAiylKMjIxgZmYGWq0W7e3tBRcQiyUtK96fbGknwC4IkCX8Sy0jGeybeEyASqWCSqVCXV0tQqEwXC4nHA5ntLx2pdybvS5LSkpSXJf8rgmKojEwMBD14i5HS8u2opCV1eJBBAGQZGLxoFwJp8vlA0lSaGzUF65NJwqCYEiyRqPB/v37EQgEONsl9m+AUR1mCadOlz0B3ij3/iYKh3Url2VkxAV46aWX8Pe//x1WqxWTk5OYnZ0FSZKgaaZ0zeVyce8Ri8UgSRJGoxHf+c53cMMNN+QyhFMSfr8fCoUCN9xwAx5++OGM30/TNOfFpFAo4PP5sG3bNmzfvr0Aoy0eXnvtNQgEApx11lmcgFFpaSn27dtXNAGj+fklWCyehNvSBXY9PT3w+bzYv//0hNsdDgf6+wdAEATa29uh1WZXgkNRNPx+P7daK5FIIJdLi5aJiP0eaJpZ7BgdHV0jXMQng5Jt1okkI1xfktPp4jL6SqUSBoOBRwCVGuw5EuEQNK+9hJITxwCShK+5FZ4PXApSWfgFNjYYWunJiw1i2f+vZHBUKhU6OzsZARCaRtsV74N8YiTt54zf/d9wXXRFXse9EQKXYmTnaBocwdFoNGhra8Xi4hInHhRrqm4w6KHTMeWL+VgM4tsTnI5kbtTeYvb3U5qOo+kLn4Bowb1mn5CxHH/94jcxKFHAYDCgtbU1byWaqxdygMyVd1XHD2PbZ9LfW8GKapif+RdQoB68SISKxnLOuDYEiUTCZTi1Wg2X/eV7D0ciFPr7++BwOFFVVYXm5mYIBMW//xMtAsYKB60eT7aenEqlBE1NhoIuYtA0jWeffRa1tbXYuXNn3DaKouB0Ork+Tq/XC4D5HcvKylBeXo6ysrKMBBEpikI4HIZAIHhX6XicosjqwbEhejLZjEisSubY2BhXHz48PIwf/vCHMBgMuOiii/Dggw8iEonggQcewJVXXpmvYZwSoCgK5eXl2LNnD1588cWM3huJRHD8+PFo34MBp512Gv7yl7+gvr7+XV/GfPDgQXi9Xmg0GszNzRVdwIiiKJhMVpBkJOH2dA/evr5+OJ1OnH32WXFBG00DMzMWjIyMQiaTobOzE0pldqQ5EqHg9/u51VmZTAaJRFT0zBrbgzMyMoqZmRmUljK9qGt7oJKLseSLBDA2FItcWa3f7wfAPHjZPs5YuX++UB/5J+r+3xcgXlXyFpErMPP5r8J+xXU5j301kWR/Rz7PhFjhKCaD0xZXImj44+Oo+95XU4qOhP1hPTMAACAASURBVPVGmJ45CHodxVGSIR/XRyGJZmwGhyU4YrEwbgGGUQVl+ouXo2rV+Sz3zoc68nr3YqaC1G7F9ivPhWgpcXUJACyXqPHnHzyC+l27Mybv8RlJ9rvIY98rTWP79RdD2Xci8WYw9+b0F++C7WOfytOHph0SfD4f18fp8TAexgKBAGq1Gnq9HkajIa32BqMg3geXy4Wamuo4gbdshaqyRar7IJFabSwyzXLKZGI0NxsgkRSmCDEYDOKll15Cc3Mz2tpSl08vLy9zhNPpdHJZdZ1Ox1mkMCJQyU8qEomAJMlNkvnuwLuXZMYdNIHa7NLSEi688EKUlJTghRdewJEjR3DllVfi7LPPxqOPPlqIYZy0oGkaXV1dEIvFeOutt3iXOQQCARw+fBgejwf19fXo7OyEQCDAn//8Z+h0Ouzbt6/AIy8s3nzzTa4UpKGhAe3t7QUvTYmF1bqImZmFrN8/NDSM2dlZnHXWWRCJBJwS3sgII4aQnIjxA0mSCAQCXLmcTMZYlKxHPxVJRjA42A+Hwwm9PnkGodhjYwMolnAuLjLBqVAohFar5bJJ6X4D5TtH0PLZjyaU7Wcx+ZXvwHH5tWnHtDqQZf7O7TshyQj6+5lFjfLycmzbtm1tgE1RqPvWf8Dw3O+Yz0T8E4pUlWDkgcfg7z4t779R7tnM/Flp5HINJjuP2AC7srISLS0taTM4sbY9Ho+HWyhSq0uh1zPZ92ysNnI5v43Qi5kK1Q98DxWP/iztftOf/yps1/17wm3s8zX2MVvMc5ba5tB041WQTU8k3O645COYvPP7QBGfdbEIh0ku8+5yOUFREVAUUxWi1+uh0+mgVqvjvj+SjMBsNsPj8aC2thZbt25NSM6KsYCR6VyTSjyInavTZTnFYiGam42Qy1c9R1wuwG4HNBqgvDzTUwEALC4u4rXXXkNHRwcaGxt5vy8cDsNut3MWKWzrkUKh4AinXq9fo1hLkiTXOrdefcyb4I13l/APWy67GolIj8/nQzgcxsDAAACgrq4OHR0deOuttwo+zpMNBEGgsrISZrM5IaFPBI/Hg8OHDyMQCKCjowMNDQ3c+6RSKVf+8m7FwsICHA4HAKC9vR1NTU1F/fxIhILVupR2v1QPNHaCZkpPJIhEIlx202g0Yvv27VmXcoXDDMFkewblcjmEQkHeJNszQTAYgtlsxtLSErZsqUnzIExMFgoV3BIEa0NRi7q6WgSDoWgfJyPSwl5jGo06ZWC/5d5vpySYAFD94+/DdeGHQckVXGACrBifs5Yaec2MgFETNplM0e9/S3QuSLCjQIDJu34A72n7YHziESiGegEAlEQK1wWXwnr9ZxGsawCoxH2ouSBXkikQ8Bf8SYdcPF8TBcnhMAmTyYTFxUXU1dWhvr4++vunDqjjbXviy709HsYzT6FQRDOcOpSWqnll5vicX7LtGzWDyUL34p947Wd44Y9wfPyzANgFnBWlYfa81+tcg2VVGHj0WRj/8DgMTz0B6ZwFNEFgeec+2K68Hp73XQhCsH7jE4tFqKgoR0VFOSiKxtLSIux2ZpFuamoKU1NTEIvFXFltaWkJ+vr6sbi4iPr6etTX1yU9djZCVYVGKvGglbk6tSdnOBzB4KANTU0GqFRS4OBB4PvfB154YeWHfM97gNtvBy6+OMEokiNbj0yxWIyqqipUVVWBpmm43W5OrXZ8fBzj4+MQCoUwGo2cYm2svc+m6M/Ji3UjmemyRFarFSRJoqamBgaDAT/72c/imo5ra2sxMpK+52cTa1FRUYFXX30VJEmmrZ+fm5vjMp779+9H+aoVMplMxpVivRthtVpx7NgxLhiorq4u+hjm55cQifDpb0oezLGlJmw/s9lshte7jNraLdi6NQkR4IFgkFF7pmkaQqEQcrmcCz6LXerGeDCaEAgE0NTUhJqaaqS2Vkg8uGK1gEmlElRWVqCysgIkGYHHs+LHuTqwNxgMKC0thWKoF8red9J624mWl6D92/NwXnxlNFhZfVL5/2H8/gB6enrg9/vR1NSY1meXEBBwXHQFHBdeDpHTDkHAj7ChDLQsnlgzC475DAazP04hFk5WlEszu19W7xsIBKO917647z/TMYtEQhiNBhiNBtA0k71gs5zT09OYnp6GSCTiSmp1Om3KLMPKYmXi+zDRPLHRgv81oGmIHTZeu4odtlXnsjHOi31eREo1sH7yc7B+8nMgggHQQhEQ83sypbrr38ssEjEls2q1Gk1NjfD5/FwfZ6zoDAAYDHqUlZWlPWamQlWZINfjxooHxRJO1qM0lScnY9lix7bjr0Bx4w1AZFWbzT//yfz59reBO+/kPSaWZGbSV7n2vJiSWZ1Oh9bWVvj9fo5wstlOAFCr1TAajaiqqkJpaX78QDex8bAuJJMkSTz//POgaRqXXXbZmu2RSAQvvfQS3nrrLTzwwAMQCoXYsWMHt10ul+OLX/wizjnnnCKO+uRBZWUlIpEIbDZb0kCRpplSy76+PigUCuzbty/hRCCVSuPq8d8toGkaY2NjMJvNkMvlqKmpwfDwMEKhEOTyzMvGsgVJRmCz8SXpyR9obBC4tLSI8fEJhEIhNDe3oKqqMqsAgqJoBINBTtRGLBZDKpXGEMziBokejwdmcy9omkZHRzsMBkN0S3JrhUTjW6/gViQSwmAwwGBYCezZslo2sJdKJdg18A4AfnUpsrGhwg46BktLyzCZTCBJEm1tbSgrM6Z9D3fdEQRIQ+qAMJ/BYK6BXyFibTaQZ/vuMoXX60NPTw9CoRC2b9+OioqVxb5cxkwQgFpdCrW6FA0NW+H3B7g+TjawJwgCGo0muhiij8tArJwfHT0ev7lmA2r9rCotJxBRlUK0lL6FIRMV12IiYfZYmrj/udCqyHywerwKhRwKRQ1qamrg8/nR03MCgUAQAoEADgdDPhUKBXQ6HQwGfdLsO1WAaglmvPk71mq12tVltbFqtQDzHJPNWiD790+tJZix+NrXgAMHgPe+l9c4YsXC8gW5XB7NOtcjEonA4XBwvZwjIyPQarVQq9V5+7xNbCysC8kUCAT45je/iZtuuol7LRKJYGBgAO3t7RAKhWhpacGdd96J++67b00dNwA0Nzejubm5mMM+aRDrlZmIZEYiEZw4cQLT09PQ6XTYu3dv0vIJmUzGKYTlsvpVTDAiOyZMTExAo9Fg3759cDoZCwB2ki0WrFZ+WUwgdfDMksyhoWEIBAQ6Ozuh0zG2K5kGELEWJQRBQCwWr/E3K2YWc37ehsHBQYhEInR0dKC0dK26aiKSIpmdhmxiFLRIBG9bFyhV6bpnT9ggSKtVQ6tVo7GxAT6fH06nkyGdi+nLplnQRephcbnc6O3tBUEAXV2d0GjSKxNnswiRS2lpPlDohZNMiRhberm4uAiTyQSKotDR0QG9XsftQxD57fGTy2WoqWECe5Ik4XK5uSyn2+3GyMgIVColdDp9tHyxNK5KYsVSgxmTdGocxqefhGy4H7RQiOUde+C65CMIa/V5G3MmWOmRXMm8MtfdWtEdz799AIZnfpv2mJ5/+0CBRps9siGMhcz6pUMqEhgIBGE2mxEIBLF9+zaUl1dgYWGB6+W0WCywWCwQiURcBm21qFW+qyUK/T2lK6ulKBrGP/wagjS2ZQCA++/PmGQWKpYTCoWc9UlnZydcLhcUCsW7KkGxicywbiTTYrHESSQvLCzgjDPOwNDQEMrKyrBjxw74/X5YrdZ1KWE8mcF6Zc7Ozq7ZFgwGceTIEbhcLmzZsgXd3d0JST4LlnwGAoF3BckMh8M4duwYbDYbqqqqsGvXLgiFQm7ssV6ZhR9LBHZ7ZqXGycidx8NYnwgEAuzYsWONGTvfAIKiaPh8Pk4YRCqVrhGqKVYWk6aBqakpjI+PQ6FQoLOzM6UXJXuO0j4Tqn9yD9Rv/J3bFpEr4Lrww5i56Q5ESrOzb+GL1avpbJDAjnE12BX7LVtqQJcZQP3mpyAoKm02c/m0xHY1+YTVasXg4BAkEgk6OzvXXFf5xkppaa59lZlfo8VaOMlk0cfjccNkMoMgCHR1dSXwgM2fSNFqiEQilJUZUVZmjKooL3Dl3my/HGtDYTDoodFoIRIJmfMDUPmj76DisZ/HHVPzr1dR9dC9mPrKd+G8uDDK8LE9yit9ySs9ykB81ixZfDv/0U9C9/zvIUiRKaIkUth5CHAVF9nPz4XK+qXD2nJ/BoFAAO+8cwLBYBCtra0oL2cqIjQaNTQaZpGOyb47uYU6m83G7cMuhigUiryeWzHXwZJlObUHX+N3gOefZ0oHeIg7sfFPMWI5giCgUm1cn+RN5AdFJ5ms4I9cLofdbudeY1c/x8fHUVZWBp/PB5VKBZvNhurq6nddOeZGRmwmMxaLi4s4fPgwfD4f2tra0NTUlPY7Z8sqip0BzAY+nw9vvvkmlpaW0NzcjNbWVu782Em1mOdhtS5mEQiv9eQaHWWsPACgpqYmKRFI95AlyQgCAT+XUZLLZQl7sYoRjFMUjeHhYczNzUGjUaO9vYOX3YL8+GE0f+5aCAP+uL5God8H4x8eg+rtIxj8xe9zJJrEmud1bBYkp3LN6hosvPcCaF9JbS+0VFGNqW1dUNPJg+RcEEvwlUolOjs712SzkyHXVX72eyxmtrzY5d98Fn3m520YGBhISvCLmfUVCJiSWY1Gg8bGRs6Gwul0wmq1wmq1QiAQQKvVQq/XY8effo2Kx36esLdYEAqh/pu3I1JSCs97L8hqPCtEcoU0rhDJ/PQoWw2VmProjTj/iQchSDBnUhIJxr7/U4SqtmR+AgVErsJV+e+RTo1kn8WWyAaDIbS3t8W0SMSDyb5Xo6amGiRJwu32cFlOj2cMY2NjcV6xbIVPvsdbLLBZTmHAx+8NJAk6FALBowQ2GAxCIpEURVl/vXuAN1EcFJ1kshfWjh078Morr+CCCy6AQCDAsWPHIJPJ8Mgjj0CpVOKRRx5BQ0MDV6u9STDzh0Qkc35+nhPA2bt3L5ftTAc2k7nRSabL5cKRI0cQCoWwc+dO1NbWxm0vdiYzFCJht3tzOgZJRjAwwFh5aLVauN1rDcNXI1kAQZIk/P4Al2WRyxUJ1WiLEYyTJIm+vn64XC6UlZVh27Zt/JRxyTAa7rwFwgDjVZloxpCPDqL6ge9h6s57Uh5qtfVAvP0HXdCesqk7vgFFvwnS2em4IJ39d1gixbNXfArzph6IRGLo9Tro9QZotdq8GHXTNDAyMoKZmZmMCH7s+3NH8l7bQoyh2CJWQGqiabHMYGRkBEqlIkrwEwWI61VWzKooK1BbuwWhUBgulxNOpwtutwveqQl84HEmg5nqqV310/+C55zzk66SrPYNjK0IKLTYFVsiLtp3Fo6f+V5sfeYJaF95AYJQCBGZHO7zL8H81Tcg1Lwd2EACRvman4tZOpvovlte9qKnpwckSa4pEU8FkUi0RtSKUfh2wmKZgcUyE/WK1UZFrdJbSvEZ73ogWFkDyfxc2v3o8nKECAJEKASBgFWrJRLG1MFgMGNl2VyRbCybODlQdJLJXkw33ngj7rjjDphMJuzZswe/+MUvcOutt2J4eBg7duyAVqvFPffcg4aGhmIP8aQHSyCtVisoisI///lPeDweyGQy7Nu3j1fPFQs2+NnINiYzMzM4fvw4hEIhDhw4kHBFlJ1Yi0Uy5+YWs1rJY98Sa+VRU1ONurp6HDx4ECSPHo3VvW+xCrICgQAKhSJjY/F8ge2/WV5eTumBlgiav/+N10NX/+JTmPn8V0FFs5mx/Vmry+nWI6AgDeUYeORP2PKj70DztxdAkIz4EgFgce+ZsNx6J+pqG6FyOuByOTE/b4PVOh+XSdLr9ZBKMy95ikQo9Pf3w+FwwGBI7kGaDPkOTLMNdjO5t/Ld15gJVp8fTQOTkxOYmJhESUkJuro6IBav/R3XO5sSC4lEjIqKClRUVCASoVD66M8g4jEPycdHoDK/DV/3aWDLflffg+tx/9ntDvT19UEiEaOrqwuEUomJ3fswcff/QBDwg5IrVkoP17GPMTHye+8VOlue6PjLy8s4caIHFEWhs7MTWm12VSexolZbt9ZzXrEM6VyxlCopKeWse5RKFbOIYjoO4//9CupDr0Hg9yNYXQvnJVfB9aGPIqzcGEJPzv/vSpS8czTtftT11wNg7qdIZK1aLUs6AYZkKhSKgo6bxWYm89RA0Ukmm4b/4Ac/CI/Hg8cffxx//etf8bnPfQ633XYbBAIBbr75ZigUCrS1tRV7eKcEpFIpDAYDZmdncdVVV+GFF17Agw8+iPPPPz9jVbGNnMmkaabksr+/H0qlEvv370/aAyAQCCASiYpCMoNBEk4nz1KXVaBpGsvLXpjNJgQCQc7Kg1WvJMnU/oqxx6FpGqFQCKFQGDRNQyQSQSaTJSWYhQ44Ys+rpYVRxs0EJccO8dpPEAxAaX4Hi6efDWBjPuwixgqMf+t+iL54F5S97wARCoGmbQjW1AEA5ECcQAvTj+TkVu0BxuqJJZxKpTItWQ+HSfT2muHxLKC6ujpaLp/ZuAvxVWYb7PLPThaur5EP2PNjS8RnZ2eh1WrR3t4GkUiU8Dw24jULMGV8WreD9/6CiTFQnbuwUWw/5uasGBwchFwux86d3ZBIYrI6QiEo5drnx3oK5sSiEPNzbJtSIa651YdcXFxCT08PABqdnZ3QaPKnOrraK9bjYctqnZyXo0wmxYGDL2P7kw/FvVc+MYKaH30Hxj88hqGfPoFQdW2STykeXOdfgvLf/ALyVCrjZWUQfuELEEgknHhQvIAQq1bLkM1gMAitNrdyYr6IFULbxMmLdfPJBICrr74a5557Lvx+PyorK7mSxd27d6/nsE56EASBmpoajIyMYHh4GOeeey4+9KEPZSVbLRaLIRAINlwmM1YhV6/XY+/evWmb2aVSaVHIcrZZTIAp4+rv7wNF0ejo6IDBwKg0EgRTKsQnkwmsKMhGIsz+EokYEok0TQazcEGU2+1Bb68ZNA10dnbyLo9ifDKZ8+eltMe+K1w8gadswBILUmfAwnvOTbmvSCRCeXk5Kioq4oInp3MleJLL5ZwFRSKp/0AgCJPJBK/Xi61bt6K2tjZjglnIQDsbiwU+QfdG8AcE2NL3AdjtdhiNRmzfvj0mgxxPgtdDmCUVWKEmrrQ8g0xI38QkbMffzmgxpFCwWCwYGRmFSqVEV1dXRuInG4FoFs5+h+bm2Hwef/V17PEswGw2ASDQ1dWdUEU8X2AspZj5kKYBr3cZDocTqldexM4nH0rqUyydmULTFz+Bvif+Euc1WkwIhQJIpSLIdAos/O5piD9+FURm09odt2xhRH8qK0EAXOYylmCyhJOiKPh8PkQiES6OSFVWm09sksyTG+tKMgHwMtTdRH4xMjKCkZERLC8v46abbsIDDzyQdaM3q0C6kTKZoVAIR44cgdPpxJYtW7Bjxw5e5yeRSAqeyQwEwnC5sstizs1ZMTQ0FC3j6kRJSfyqOl+SSVE0/H4/VzYjkUggl0u5AEk6MQrViWMgIiT8za3wduyEQCgoWADFKpiKxWJ0dq49r9ggNmq7GFNKx5bYAf66xrSfxQYPgfqm/J9InpCqryoVKaJpGmKxMNqjqQNNN2N5eTnqx+mIk/pnCKcBWq2GI5iMB+M2VFRUZDXuQpO1wpTvbQSCSaK3tw9utxtVVVVoaYmx5qJpqN4+DOXbR5n7sWk7Ft7zPkCUWR9ZrmAVLmMRW+LL3ocA4Dn9HFT88oGkgTqLiESK0BnnIBAIxGSSGIEWvd4AtTqx72G+EVuiXFpais7OTkil4neVBUihS75XxLjyd//FEky2B1YgEKC7u6uoqqMEAahUKpSWlqD5m39lXkuxv3xsGKX/ehWL55xXsDFxRFImglQqivt3XN/9Vj3w9nHgxReBxx4DrFZAqwUuvxy48kogQeIgtlQWYOZtn8+Ho0eZ0luj0ciV1QIrWc7Ystp8YCMs7m2i8Fh3krmJ4uLVV1/F5ZdfDp/PB6lUinvvvTdnJTGZTLZhMpnLy8t488034fV60draiubmZt4To0Qigc+XHQHki9nZzLOYNA2Mj49jamoq5So7H5IZiVDw+31rFGQpiobMMoEt3/0qSo/8K+49vuZWWG7/BpZO25/RuPmc1+TkJCYmJqBUKtDV1cVZlMQK7awOYpN9fc6LPozqn94DQYqFAgLA4u4DCNZuzdt55BupMgbpsgmxgS5BACUlKpSUqKI9SQE4HA44HE7YbDbMz8/H+QZu27YNFRXlWY25eCIhNJfpSncbpRvPemeeACAUCsNkMmFpaQn19XWoq6sHwPwe8r4TqPvG7VCMDMS/x1iO6S/dDc+5F+Z1LKuFdoAVsZ3YXsl08Hbvhnd7B5QD5pT7uS78MBp2nYatNLC0tASXiyn5jhVoYdRA1/oe5guMOvcILJaZaIlyO8RiYU4WIMw9WtwS7GJl5LOpKEiE2PE6HE709fVBLGZ6YJXK4vQEroZwdgaqnrfSLo4AAP3k/2Kwsh56vR4ajSYrwTXeRDIdRCLg4ouZP1kgEAjgjTfegM/nw2mnnYbKyso1Wc7YslqWoOaa5dwslz01sEkyTyE89NBDuPnmm6HX63H11Vfj8ccfh81mQ01NTU7HlUql8HpzU0rNBxwOB44cOYJIJILdu3dn7K/KZjILZZfj94fhdmdGYiMRCoODg7DZbNDpdGhra01oKwIwJDMVSV6tICuTybmHmcQygZZPXAax27nmIasY7kfTzVdj5L5fYWn/WRmNPxaxQSxF0RgaGoTVaoVGo0ZHRwdHdrNFRKPD3Cc/j+oHf5h0H0oiwdwtX8n6MwqNdOqQfOLIZFY1Mpksro9zYmICFstM9Lg0BgYGYLFYYDAYYDDoOREMPigmWctXVmW9V9IDgQBOnOiB3+/neqtZyIb60HLjVRD61s6rEvs8Gr/yWYx998dwn5dZYJmISK5kJPMktEMQGP/uT9DymSsgcdgS7uJt68bsbf+P3R2lpSUoLS1BfT2zGOJ0uuJ8DwmCgFpdCr3eEPU9lOc8zJU5aB4Ggx6trW0QCgV5uK7WqlIXEhvRfic1Vr5fVmRJKpWgu3tHSh/kQkPkcUVHlx4Knxdzc3OYm5vjBNfYxZBYq6e8EckCwe/34+DBgxzBZGOm2CwnSzJjySZbBZVOrZYPNknmyY1NknkKIBKJ4Pbbb8d9992H7u5uPPvss3jqqafw+OOPY3Z2NmeSKZPJEAqFOA/U9cDk5CROnDgBiUSC/fv3Q6fj29O3AqlUCpqmEQ6HC2JGPDu7kNH+oVAYvb29WFhYQFVVFZqamrjysUSBkFgsTprJDIXCCAaDSRVkt/zwbojdjGBMoilfQJKo/9YdMD1zMGUvSiLbAeZvmgtiY8sDy8vLsW3btryVxVlvuAUAUPnLH0EQjhdBCuuNGP/2/Vhu37FhevFWI12mku+Q03ndWa3zsFhmIJfL0dHRgWAwGO3jdGBiYgITExO8SxfXKyPILgal+h2TbV/vLObyspcrUW5ra0NZmTFue81/fyMhwYzFlv+6C56zzwMtjQ/ME2ckV7KRxbjsg7VbMfDoc6j65f3Q/vkpCP3M4ldYb4Tj0o/Cev1nQcmVCX8HmUwWI9DC+h464HS64PGMYnR0FAqFguvjLC0tzXj+iFVRrqgoR0sLMwfli7Ax1xxb4l/oL7z413E6z+VUYH08rdZ5DA4OQiaTobu7KytNiHyC1DL6BnwymfK6ehw4cAAulxMejxtLSx5YrQtwOieh1aqxZUsltmypgtGo37Akyufz4eDBg/D7/di9ezdnbRcLgiAgFAohFArXEM5YtVog87Lajfj83UT+sUkyTwGYzWb85Cc/wcUXX4zf/OY3UKlUnI3JzMxMzsePVZiVy3NfYc4ENE2jv78fw8PDKCkpwf79+7OW4I71ysw3yfR6g/B4/Bns74PZbIbf70djYyNqamrSZpVEIhEikQi30swi1qJEKBRCLpfHbZfMTkN98LW0D1fJ/Bw0/3wZC//2gRT+damDWMaixITlZS/q6upQX1+fX6EPgoD1U5+H64proH3295CNDYMWibC89wDc51wAOmoHUWjVxGzAL8DlP9ZEPYw0DYyNjWF6eholJSXo7OyERCKGUqmATqdFU1NTVATDkbB0kZX6j82mr6cGDbtokizYTUba1/MnX1hYhMlkAk0zCpqrzeGlE6MoPXYo7f0o9rige+0luD94GYDY0tb1sf5YDbKiEpNf/R6mv/A1SGanAYEAwS313D0IpO+zTeR76HA44HK5MD09jenpaa7HmPE91Cat9ODGRUbQ29sLt9u9RkU5v+I2uXm98kGux5aNDMD4pycgmxgGLRJjadd+OC+5iiNcqZBuISsR2DmOVfFVKJg2idjs33ohXF6JpR17eNmCiK+7Bl1d1ZBK6yASCUFRFBwOB+bn52G1WmGxjMNiGYdUKkV5eTnKy8thNBohFhe3lzoZ+BDM1VhNOBOJB7HzcCZZzo1KwjeRH2ySzFMA3d3dOHjwIHbt2gWhkCnRYCeVubn0voLpwJLMQCBQVJJJkiTefvttzM7OoqysDLt3785pEmeJZTAYzLvwwOzsIu99PR4PzOZeUBSF9vZ2GI1rfT0TBUNscEWSJCQSRrgiGAwiHM3oicViSKVrFWSVve+A4BlZKXvegue9F2QViC0vL8NkMiMUCmHbtm2orMxOYCYdCIJASK3D/LU3xr22OpCN7QnZKESTDzIJ7GJ7GCMRGoODg5ifn4der0dra+uaki1WBEOlUkVLF4Nc2aLdbudKFzUaDfR6PYxGQ9HNu1cj02B3PbOYTqcLfX19EAgE6OrqSqigqRjsBcCvbE/eb4LzgkvzPMp8gelLpBRKBJq2J90r3UIBd7QY38PGxgb4/QE4nWt7jNlr02DQr8mOkSQJk8mMhYWFNYtchSo7LaQgUNbzXibMgwAAIABJREFUFkmi9p47YXzqybiX1YdeR9VD92Lirh/AzeO6yvzcaFgsMxgZGYnqC3RDItkYxEsoFMBz4+dR8tlrU+/Y1YXSKy8FhCtzp0AgQFlZGcrKytDR0YHl5WVYrVbMz89jamoKU1NTEAgE0Ov1qKioQHl5OZRKZYHPKDG8Xi8OHjyIQCCAPXv2cAmHTJBIPChZljMR4WRJ6iZOfmySTJ5YXFzE17/+dfzxj3+EzWZDbW0trrvuOnz5y1/mTWxef/11PProo/jHP/4Bi8UCiUSC1tZWXHPNNbjpppvSrsDmgj179sT9nyWZs7OzOR+bfZAXU2E2EAjg8OHD8Hg82Lp1Kzo6OnIu1WWD5XwrzC4vB7G4yE8YiS0hYpVW1erExs+J4jH2+gmHwxCJRGsUZKXSJNnZTIKfHKxX+vqY4DlR9qbQSPVAy5eYRS4orP0HE1z39fXB5XKjoqICLS0tvEoM473lSLhcbs4exe12R4NFFVdWq1Lx7+PMJ5IFu4l+9/WKbdh7WyqVoLOTEThZEV6KGVsGpZ/0OrUnpEOmCzfZZMXkctkqr1gX5xO7cm0qodcboNPpIJPJYDKZsLy8jMbGRmzZsrpNpHAXRiGIZi5WNlvu/SaMTz2ZMFsuCAWx9a4vIFKqweKBc9Iei6/qM0EQmJycwtjYGEpKStDV1VUQMadUEAoFq/ojxZBKhSs9kjuuAUIu4NZbEx+gpYWxBREm76ckCAIlJSUoKSlBc3MzQqEQbDYbrFYrbDYb7HY7TCYTSkpKOOspnU5XlIweSzCDwSD27t2btZL4aqTLcq4uq2U8vcmoD/BmJvNkxibJ5IHFxUWcccYZcLvd+O1vf4vTTjsNL730Eq677jocOnQIzz33HJchTIbHH38c1157LXbt2oVHH30UO3bsgM1mw/e//33ceuuteP755/Hiiy8WlGjGgl29slqtOR8rNpNZDCwsLODw4cPw+/3o7OxEQ0NDXo4bWy6bNSYmgPFxQKEAdu4EJBJeWcxYGX2FQoHOzs40IghrH+jsYkc4HOYmedZiJtVqsW9bO3fEdNO9P7pvJlixXpGgs7OjoPL0qYKdVNvW2+cuk4A8U5IUDIa44JpVMM3muS4SiVBWZkRZmREURWNpaQF2O5NJmpiYxMTEJKRSKWePotFoimJBwSLRb0h4vdC++iKkM9Og5AosnvFe+Bu3FW1MAHPdWSzTGB0dg0IhQ3d3NyQSZs5cKTNf2d/b1g06WqqQ7tvzduws0KhzReb3US4WNYxXbBnKy8tAUTQWFxfgcDCLIZOTk5icnOSOXVVVtSZ7U4xqhnzPMTSdHcEUW2dh/P2vU873BEWh6sEf8iKZzFhStx+wz7fx8Qmo1Wp0dnYULNZJSyTT4fOfB97zHuAnP2GsQXw+oKEBuOEG4PrrgQyfXxKJhFsMoSgKLpeLy3KydnJisZgjnGVlZQUpq11eXsbBgwcRCoWwd+9elJdnpySeDrFZzmRltS6XCxdffDE+8YlP4KabbirIODaxMbBJMnngzjvvhNlsxgsvvIAzzzwTAHDZZZfh7rvvxu23346f//znaW+UQCAAiUSCZ555hhPaUalUeOihh9Df34+//e1v+PWvf41PfvKTBT8fgCGGBoPhXZfJnJ+f5/yc9u/fn9eJMrZcNmMcOgTcdRfwyisrr5WXI/DJT2P54o8D4uQ9nrEqhxqNJiqjn/7WXB2wsA/t5eVllJaWxlmUpEKwvhFLp52OkrfeSLlfWKOD+98+kHZcLGgamJiYwOTkJFQqJTo6OovQe5O5CAyLwvgwpkemgWcm4/P5/Ojp6UEgEEBzczOqq6vyEugKBATUag3Uag0aG5vg9XqjfpxOzM7OYnZ2FiKREFqtjuuXK0bWgrOQoGiU//pBVP7yAQh9yys73P9dLO49AxN334twWf7KtWOtYNhePPY7Hhsbw9TUFOfBmO57CFXXYvHAe6E++Grq/Yzl8Jz9/ryMP5/I5R5aKe/O/hgCAVMyq9Fo0NjYCJfLhf7+PpAkk0mZnZ2F1WqFVquN9nHqiqZqmotgTixyuYf1L/wRRJrPpwEo+3ogH+6Hv7mV13HZ3y5RH/j4+Bimpqah0WiiSuK5KavmTCTTYedO4OGHcz/OKggEgqh6t4Erq2X7OGdmZmCxWEAQBPR6PUc687EoG0sw9+3bVzR/+kRltXa7HRdddBGOHz+Oa665pijj2MT6YZNkpsHS0hIefvhhVFZW4gMfiA+wP/7xj+OOO+7Avffem5ZkGo1GXHXVVQmVXC+88EL861//wssvv1w0kkkQBCorK2G1WnO27ChWJnNsbAwmkwlyuRz79u2DWq3O6/GzLpd9/nngQx8CVqmZYn4esu99G42v/xOj//PLOMELFuEwid7eXng8njiVQ36I92Jjf8LFxUUolUqUlpZCKORXTjd9213Y9qnLIfQnV7ScvuObIORy0DyCG4pa6f9j/OfaCp6lTx94pR/3epTOZhNM8wnkFxYWYTabEYlE0NHRDoOB6e3NR6Ab+x0xfZxKqFRK1NfXIRAIcmWLTqcTdrs9akGh5spqCxnU0zRQ9fP/QeXDP1q7DUDpkYPY9ukPY+BXz/ISOGHBBNDs/cQK7BDcv5nPjv9NhoaGMDc3F7UfauMdAE/ffjcUfScSWgoBAC0UYequHwCijdHPFo/c7h3mK2T9JnMbide7jMHBQVAUI7JUUlICl8sZV1pLEIBSqYLBwNijFLrkm60wydUmJVtIZ6fT7sOevmR2mjfJBGJ/O7bvDhgZGcHMzAz0ej3a2tp4P5MKTiQ3ANj+98bGRoTD4biyWofDgd7eXiiVSlRUVHBltZm2BS0tLeHgwYMIh8NFJZiJ4HQ6ccEFF+Dtt9/Gfffdh1tuuWXdxrKJ4mCTZKbBq6++ikAggH379q0hYnq9Hi0tLRgcHMTQ0BBaWlqSHueSSy7BJZdcknBbSQkj/lDMDApBEKioqIDZbM6ZZAqFQojF4oJlMimKgtlsxvj4ODQaDfbt21cQuXO2PyAjkrmwAHzsY2sJZhQ0APUbf0fZbx7G/MfjFyL8/gBMJhN8Ph/q6+tRV1eXYXCzcr0EgyEQhAAikRA2mw02mw0ajToaOKUP6v3b2jH089+i/u4vQT42FLctrDdi6o5vwHPuRQCPki+SJGE2s8SZf/9frkh3+/AljsXMaGZL9tIF4A6HE/39/SAIAt3d3Wt6e7PpgYv59JTvk8mkqKqqRFVVJUgyArfbzQm0eDwejIyMcr1yer0eJSUleQ3qJZYJVPzy/oTkjP2/dGYaFY88AMuX7o7fzhHJWLXklezk2hLFxN9DrEVGWVkZtm/fntE9ENxSj8FfPoXa730FpUcPxW3zN7Rg+o5vYGnPGeveS7wa+cjSschVmZVV8QVodHV1QqPRAAAXsEciFBYWFuBysSXfrHWPlFNS1mg0vElRJuBjv5MMuc5NkQzE+ShZdkJ+bFZzcHAI8/NzMBgMaGtrW3MPiERCjjierESSL8RiMaqrq1FdXQ2apuFyubgs5+goY90jFotRVlbGKdamU8FnCSZJkti/fz+MRmPK/QsJh8OB8847D2+//TZ+9KMf4ZZbbtnsxzwFsEky04B5SAH19fUJt9fX12NwcBAmkyklyUyFoSEmqD/rrOyN7rNBZWUlXnnllagaaW6WHVKptCAkMxwO49ixY7DZbKisrMSuXbsKlhFjBXIyOo/HHgMWk/dcslOo8Q+PMWqn0d7d2CxTa2srysszX12kKBoURSMUCiIUCkMsFmPHjh1R1UUmi+TxjMYF9QZDcnEWX1s3+v7vb1AdPwzV20dAUBH4m7bDc9a5cRmTVCQsEAjAZDLD6/VmSZyzA99glG92ZGXhpbB2EIUgsmwPbKzATCJk2yPG+tzxgUgk5CwokvXKsX2c+QrqjU89yUstWf/c7zF3y1dASeVxvZF8iWQyxC6yrLbIyAShunoM/+y3kI0PQ/XOUSDC3I/e7t1c2UK+yi/zhWz7BJMh22vU5XKjt7c3quLbjZKStSWHQqEABoMOOp0WjY3NUeseZ1zJt1AohFarhcGgh06nz6sSaralwblOGQtnvg/lv/3ftPuRJaVY7t6d1WcwlSwDsNttqKysQFdXB+Ry8SlPJPmCLZlls79erxfz8/OYn5/H3NwcZz3HltWWl5dHF+tWJprFxUUcOnSII5hsJct6IJZg3n///fjc5z63STBPEWySzDRghXG02sRqmOzq6Pz8fFbHD4fD+MMf/oCqqipcf/312Q0yS1RUVICiKNhstoRlvJlAJpPB5/PlaWQMfD4fDh8+jMXFRTQ3N6O1tbXgE5NUKs0sk/nyy/yOa52BdHocwfom2Gx2DAwMcDYGGk12Zb+MRUkA4TAJgiAgFoshkUigUqk4X7mFhQWuV44N6mUyKZdFWi3OIhAKsXzafiyftj/lZycKkJaWlmEymRAOh7F9+7a8KdfxAd/AK5MsQKEtTnLJ0iTzfpycnMTExATvHtiVBQOAD5nKxeZhda+cz+db08eZj6BeMWDmtZ9oeQliyxQCDdktDiZCvMhS9osssddcYGszAlubk+6bW1Y6fyjUGDIl0na7A/39/RCLxejqSr7IAqzcR/HWPXUIBkPRcloH3G43HA4HAECtVkOnY/qMlUpl7gtowSC0r7wIzet/gcC7jHBZJZwXXY7lnXuR6OD5WFBY2nsm/FubIB8fSbidrQBwXPpR0DwzmbEZSYlEiL4+E8TiZZx5Zit27961SShyhFKpRENDAxoaGhAOh2G32znS6XQ60dfXB4VCwdmjSCQSvPHGG4hEIhuCYL7//e/HO++8gwceeAA333zz5vVwCmGTZKaB3+8HgKRqX2wGMFuCdc8992Bubg4vvfQSFIrkD8NCINbGJFeSKZVK4Xa7cy69ZeF2u3H48GGEQiHs2LEDdXV1OR+TDyQSSWa/ZQZ9qEQgiKmpaYyNjUEul6OzsxMKRXblSBRFw+fzgaappBYlBAFoNGpoNGo0NjbGibPMzMxgZmYmYyPzWMT23zgczIOOIICuri5otZqszisbFLq0tVB9mrkMmTnflZ5ciqIxPDyMubm5qLhGO+/fcuWe5WNDkB8LEKYPTgGlshZ1dbVxQb3L5eKCeo1GzS2IxN8rRLS0lfk3QHO/Tya2Hvm0APH7A+jp6YHf70dLSwuqqjL3n2OR6fe83urIQGGtYfgSaavVioGBQcjlcnR3d6Vsq0h1PKlUgsrKClRWVoAkI/B4PFx1yPj4OMbHxyGTybgeY7VanXFLgHzAjKbbboDEFu9VbXj2/7C45wDG7nkQkdL4eTQvGWuBAGP3PIiWG6+C2O1cs5kAsLj7AGb//Utxr8cSSSYbKVqTkYxEIjh69Ch8PhdaW5vQ2dm5SSjyDLFYjKqqKlRVVYGmaXg8Hk6tdmxsDGNjYwCY52JTUxPXjrUesNvtOO+88zYJ5imMTZKZBvJo/0I4Sc8dm/XKhiC+/vrr+Na3voV7770X5513XvaDzBIsyWRLL3KBTCZDJBIBSZI5y2/Pzs7irbfeglAoxOmnn17UPgKJRAK3283/DS0twF/+knIXGgAtFqPPF8SUdQxqtRodHR1Zq21GIhT8fh8oioZQSEAqTa8gm0icxel0wuFwcEbmIpEAarWWI51JfTVXwWKZwejoMCQSKTo6OqFSFdtkmn90m20Qnu8gPh/HIgg66oEZwcBAPxwOJ8rKyrBt27aMS06TZW2Fix4I/H6QWh0glRWMxKwN6lf8OBcXmcBJoZBzhLO0tDQ6bmD17+/t2An1G39P+5lhrR6h6tq8jH95eRk9PSaQJIn29nYYjdlnDrLNFmealc4nikFw092DFosFIyOjUCqV6OrqSjt/8SXFIpEQBoMeBoMeNM30ubHXpsUyA4tlBiKRkOvj1Ol0aed2yZwFLTd/DKKFtc8aGkDp0UNo/NKnMPTg/3EtFvksiw40tGDg18+h4pEHoPvz0xAGmMX0UEUVPB/9OLyfuRmVahVHJGUycdo5hSRJHDlyBHa7HU1NTWhra9skFAUGQRDQarXQarVobW3l1PfZ62R4eBjDw8PQarWcWi2rPF9o2O12vP/978eJEyc2CeYpjE2SmQZsyV8y4uHxeAAgYyuNEydO4LLLLsN//ud/4tZkxr8FBusVNjc3l2bP9GCVWYPBYNYkk6aZbEx////P3pvHN1bX+//Pk6RJ2qbN2qbttJ1OO9PZ2g6zdzqgODMiICgqeAUviAuIqD9wAdyBe6963fWKKIgIgttVvl5FZHADFTptZ2873afTfU3SdM2e8/sjzZl0umXrMkyejwePKcnJOZ+TnJx8Xp/3+/16N5KamsrevXuXfRVOpVJJjYMX630KwIc+BN///oKbCED7zv10jY1HLQKCeL1eHA6nFF1LTk5GJou8rkWtVrFmTQ5r1uRIjcyDUSSrNbC6nZ6eLjkuzpVyJooBx9/u7m40Gg1lZaUx1/ZGynJGb+JZ/xaPMQuCDJfLRX19PWNjY+Tm5lJUVBRTCp8oisgE0P75eTJ/+SSa2uMA+NTJjFzzDgZuuwtXXkHMYw8SbHkQSmBSH6gfFsVAbVEwAt/V1UVXVxdKpRKDwYDJZEKv18/4PlluuJnsJx9B8HkXPLblhvfM6fgcKXb7KPX1dYgilJaWxhzFjyVaHElUOp4sV0mo1KJGPB/FD00TT0tLo6ysbFGRF+19QxAgPT2N9PQ01q0rwOl0Tt87zy/YBZ2Ug4t1c2WrmJ99fE6BCefzE9JO1qCtfJnRKw4RMNuKz5ssRSS3FuP9wY8Y9XwX9VAfKk0yyg3ryQznd+8CPB4P1dXVWK1WNm7cyMaNGxOCYpmx2+0cP34cQRC4/PLLSU9Px2KxSFHOpqYmmpqaSE5OlgSnyWQKb54TIaEC85FHHuHuu+9OXA+XKAmRuQilpaUAnDt3bs7nOzo6ZmwXDrW1tRw8eJB77rmHhx56KNYhRk1oumysBNOSnE5nVH2d/H4/p06doru7G6PRyO7duyXhupwERZLb7Zai2AtSVhZo0Pz00/Nu4kpO4R9vuJaCgrWsXVsQtQhwuz24XK5pgSkjJSVlOkVrZiuTSFEoFGRlBRqZBx0XLRYLFotFSr9JSUnBaDRiMplIT0/H7/fT3NzM0NDQdHuGzSgUihVo/xH5a2JJr41H/Vu83iOHw8Hp07VMTU1RVFREXl5sKe8AiCI533xIMgYJJuXKnQ5Mv/sF+j//gdbvP8Nk2c6wdxnolTbrMFKLg4U+C0EArTYdrTadoqJCpqYc0oR+YGCAgYGB6TpOnRTlxJxNz72fJ+9bD88+venzmdqwmYH3xd4EPJgmLpfL2batbE6DmUiIpeY1SDCVevkckpf/Ox+8nvx+OHv2LD09PRGlicdrvGq1esZi3ciIHavVgtVqw263c/bsWeneaTQa0Wq1CD4Pxj8+t+B+g18X4+9/zegVhyIy24L5U1vnjkimQ370bS3cbjdVVVWMjIywefPmqA0QE0TPyMgIR44cQRRFKioqJA+RoJOyKIqMjo5KbrVBJ2W5XE5GRoZUyxkP1/6EwEwQSkJkLsKBAwdQqVTU1NTMqje0Wq20tLRQVFQU9o01KDA/+tGPzhCY3d3dHD58mDvuuCPepzAvSxXJjBS3201NTQ1Wq5W8vDy2bdu2JKtr4RAUmS6XKzyRCfD446BQwE9+Muupcb2RP9z2/2F+w5VkZWVFPfFzOl14PB5EUUQul09HMAPXYqQTkNmcH5NcLsNg0GMw6NmwYQPj4+NSFKm7u5vu7m6SkpKkVi8XtihZztqwWKIRscy9Y21xEo+ARDA90+PxRO1OPBeGF3+H+Vc/lcTYhVMD+eQERZ/6EPV/eA1/8vno9txCUpwhJuNBSkoyKSm55OXl4nZ7sNmsWCzWaXOWQAReq9Vi3H8VDqWKgie/j3Iw5P4mV2A79Fa67v9PxLQ0hBgifgMDAzQ3B1x8y8q2RV1fHUq8al6DrsjLlca63ASuKXG6D+kAJpORzZsX7sEouF2k1p1E4ZzCac7BWbRxTnOdaFEoFJKTctB0zWq1YrPZZtw718hh5+R4WPtU9XTOu/AQmZBcGlwuF0eOHGF0dJSSkhKKioqW5bgJzmOz2Thy5AiCIMwQmKEIwnnTtY0bN+J0OiXBOTw8LBlcarVaSZhqtdqIxeHQ0BBvfvObqa2tTQjMBEBCZC5KWloaH/zgB3n00Ud58cUXufbaa6XnnnrqKURR5N5775UeGxsb45ZbbsFoNPLkk0/OEEt1dXUcPHiQj3zkIzz88MxV9rNnz/LlL395WUWmSqXCZDLFRWSGRjIjYWJigqqqKiYnJ9m0aRPFxcUrelMKiuWIHGaVSnjiCWx3fAzXY0+g6uliShA4nV1Ae9kuNpddJqXQRWoiE3CQdUk1wUlJSahUqrj2nZxPpIamhhUWrmNqyiHZpwdTt4aGhvD5fNNptQYUCsWy9ZlcWZOT6FqcxCPddmTEzpkzAQfVsrLSeZ2vI0YUMf/8CWC2uAwlacSK8aXfY33nLUsiJMNFqUya0fMw0I8zaM7STrsxl5TPf5et/R1kTo6j0usZL78CT8a063GIcVWk12p3dw9nzwbq/0pLF3fxDYd4RDEvZKkXfVaqfYrfL9LY2Mjw8DBZWWaKizfOe08UPG6ynvw+Gb95hiS7TXp8cnMpfR/+JGOXH4z7+GaarhVOt5UK9OPsn170CC7kLISYnExqahJK5coJyflwOp1UVlYyPj7Otm3b5m3zlmDpuFBgBrsdLIZarWbt2rWsXbsWn8+HxWKRRGdzczPNzc2oVCopwpmRkbFohkCowPzBD37ARz7ykYTATIAQw0RwZf3Sl5HR0VEqKioYHR3lV7/6FTt37uTw4cPcdtttVFRU8MILL0hfwN/+9rfcdNNNABw9epRduwJ9purr63nTm96Ey+WaIVSDDA0N0d7eLqXfLgeiKLJt2zYUCoWUyx8tLpeLw4cPs2HDBrZs2RLWaywWCzU1Nfh8Pnbs2MGaNWuiPn68GB4eprKykp07d0bkuOv3+6mvH8Dt9tHbGzCgUKvVlJaWzlnPGM7Ez+8XcTgc+Hy+eR1kIbb0z0giJ2Nj49TX1+P1eikqKkImk2GxBCz+/X6/tFoaTKtVq9WSOU28iW3iHFt68ay9LVNaIsDg4BBNTU3T7RlKSU9Pi5uASBrsp+yte8Oa/I7uP0Db956Ky3HjjSjCxMQYw8MBwTk5OQkEFmiMxkAdp06nn9GjL9zrKbQOOVYDrwtZyutoOa/Rpcbr9dHQ0IDNZiMnJ4cNG9Yjl8vm/vy8HoruuxPdv/4242HJm1kQ6PziN7C+7d3LMnYAj8dL8QduwNBYu/jGDz4IK1hSMx8Oh4PXXnuNyclJduzYQV5e3koP6ZIjKDBlMhkVFRVotdG1QgtFFEXGx8elUoSgF4lMJiMjIwOz2UxmZiapqTPN/UIF5qOPPspdd92VEJivP6L6QBORzDDQarVUVlby4IMPcvPNNzM0NER+fj73338/DzzwwIwVnoqKCgoLCzEajWzdulV6/Le//a1ky//rX/96zuMsV5uOIIIgkJWVRX19fcytR5RKJYIghB3J7Orq4tSpUyiVSsrLyzEYDFEfO56EpstGwvDwJC6Xl7Nnz9Lb20taWholJSXzOhwu5gQZcJB1SOJNrVbPO5mNZfIY7uTTYrHQ2NiEIAiUlZVKK6ZBN9BgLzmrNZC62NbWhkajwWQykZmZQXJySjwz02JMOY1vpDXc6HQsUR9RDLhnBmu8yspK41I/E4p8agII75dENr3takQmE0hLSyctLZ3CwnUhUSQLAwODDAwMIpPJ0OtnOikv9hn6/YH0zIGBAYxGI5s3b45bM/mlTmtdijY8K9Eyxev1UldXz+joKPn5+axbtw5BmD9im/HbZ9H962+zFk6CfwuiSP5XPstY+RvwZC5dX99gamswGqn81KfgQ+9bcEHHr1Qy/Pa3Y/R6I2ottdRMTk5SWVmJw+Fg165dq2Jx+FLDarVy5MgR5HJ53AQmBOYD6enppKenU1xcjMvlkvpxBl3oX3nlFZ5//nne/OY38453vIOSkhKuvvpq6urqEgIzwSwSkcxLnPe97308++yzOByOmJ1BX3rpJdLT09m3b9+824iiSFNTEy0tLaSlpVFeXr7s/UEXwul08tJLL1FcXMzmzZvDeo3f7+fkyR7q6s5gtVoxmUxs2rQprAlo8GYc+j30en04nQ5p4qRWh9OiJHLRFO5renp6aWtrWzAyG8TvF6drkQKTeqczINZTUpIxGAJtALRaXUyCMx6T26WYIEv7FEXko3YQBHzp2um6r+ijp6IIZ8+20dPTOyt6Fk+xLB+zs+3N28HnW1RoWq++gY7/+p+4HDfeLPTZejxeKaXWZrPh8/mAgJOy0WgkI8M054KIz+ensbEBi8WK2Wxm48b50zOj4WIz6Ylf7Wj4uN0eamtrmZiYoLCwkPz82dGzGecnimx915tQd7Uvuu++O+6l/8OfjGl8FwrJQK1k4N9Zqa2iCB/7GDz66MyHCdwp/HI5xz71KforKqQoUjB1MWyvgCVgfHycyspK3G43u3fvltz3EywfFouFqqoq5HI5+/fvl9o5LTV+vx+r1crjjz/Oo48+KhlGpqWlMT4+zp133sk3vvGNZRtPgmUnqh+8hMi8xPnMZz7D1772Nbq6umJOeXnllVcQRZE3velNcz7v8/k4ceIEfX19ZGRksHv37ph7asYbv9/P888/T0FBAdu2bQvrNe3tQ/zlL5VMTEyQl5dHYWFhxCIqOMn0eLw4ncEWJTKSk5PDqr2JZvK42MQ2IG4Czo2LRWbne/3ExIQkOCcnJxHFhdMWl4slEZmOKcz/+xTG536Oqq8bAGf+OobfdSvWd9+KLynyuj2fz09TUxPDw8NhmZvESuF9H0b/8ovzPh8lr2lvAAAgAElEQVScBLc88izj5W9YsnFESyTix+fzY7fbJdEZzF4IXRBJT9fi9/uor6/Hbh+NS5uYC1mqiKDMMYX+pT+Q0lQHgozJkssYOfRWUKtntACJat/LHMV0Ol3U1gaclIuLi8nJyV50bEnDA5Rdsyes/Y/v2EvL479ZdLuIhORiiCL89Kfw7W/DmTOBxwQBrr4aPv95XLt2SXVywdp3AJ1OJ9UiL1fPQwj4TVRWVuL1etmzZw+ZmfExG0sQPsPDw1RXV6NQKKioqFgxQef3+3n55Zf5whe+QGtrq1Qyo1QqufLKK7nuuuu47rrrWLdu3YqML8GSkBCZCSLne9/7Hvfeey/V1dXs2RPeD/J8VFVVYbfbufrqq2c953Q6qampYWRkhIKCAkpLS5HJVta4YD5eeOEFMjIywno/bLYRfvWrv+J0utmwYcOCk5/F8Hg8OJ2uOR1kFyPSVMzFBGYgctOIxWLBZDKyaVPsqYGBnnJWhoeHGR0dk85Tr9dhMpkwGIwolQsvOqyU0chiyMfsFH/kFlKa6+d8fmLbLlq//wz+lNQ5n58Lr9dLff0Z7Hb7dO3ZhjnFTTyjYCmNtWz8wDuReWYbXwUF5vj2PbT9+Df4o/vNWVKifS9EMRClCQjO8wsigWtewOv1xtyCKN5jXgjDC8+R940voZiY6WLq1erp/MLXGD1wDZGaVgVZ7vrOqSkHtbWncbncbNq0KSwnZUEQSOrtpvRtFWEdY6J0B80//T8gzkIyHAKreTA2Bjk5MEd00OfzYbVapVo5h8MBsCw9DyHQg7GyshK/3095eTkmk2lJjpNgfkIF5v79+5e9h3gog4ODHDp0iDNnzvDDH/6QG2+8kT//+c/88Y9/5MUXX5RqObds2cJXvvIV3v72t6/YWBPEjURNZoLICfbK7O3tjXlfarVa6uMYuro6NjZGVVUVDoeDkpKS6Ujf6pugBlGpVGG5yw4ODnL48Kt4PF5KSkowGqOrK/X7RdxuF263B5lMQC5XoFarI0rHizxVdv6Ij9vtob6+nrGxMdasWcP69evjMrEO9JRbQ25uLm63e7rf4cz2Ezqddtqp1kRy8oU1h/FrSB5v1v7XA/MKTBHQnD5G3jcfovNL3whrf06ni/r6OiYmJikoKGDt2rXzfgbxTF2c2lzG2W88RuFnP4rcMTXzOMBE2U7OfuPH+BFWpCZvIWI1wAo6Ka9bV4DT6aS/v4/u7h7pHLu6uhkbG5fqOOPhKCtF3YYGSKt5FZnLiSt3LeO7KiBKwaB/6Q+se/ATcz6nGB2h8IG7aPv2k4xdfnD62onfvSPeTExMUltbi9frZevWrZhMxrBeJ4oi3oxMfKlpyMNoF5JUupXNm81LJyQXQhBg/foFN5HL5WRmZpKZmUlpaSljY2OS4AzteZiZmSml1carz3TQYAYCnhOrxT/hUmJoaIjq6mqSkpJWhcA8ePAgDQ0N/PCHP+TOO+9EEARuvvlmbr75ZrxeL5WVlfzxj3/k+eefj7kMK8HFTSKSeYnz6quvcsUVV/DII4/w0Y9+NKZ9NTY20tLSwlve8hbJlGRwcJBjx44hiiK7du26KGo4/vnPf+L1ejlw4MC825w7d45Tp2rp73ezdWsJGk10Tdj9fhGn04nX6w2sviclkZKiXtLJ+0KT8akpB3V1dTgcDoqKisjNzY175CY4BghMBoPtJ4LGQcF2LRpNKkajCZPJhEajQS6Pr6iJ12RZ2dtFyQ1XgCjOu9QnAmJSEnUvVOM1LBwFmJiYpL6+DpfLTXFxMdnZC39nliKylGS3Yfi/X6F99W/IHQ5cOblY3/ZuRiveNEP8rKbIcjzFT7APqdfrYePGTQDTdZxWvN5A2mJaWtq0k7KR1FRNVN8Thd1G3te+iP7vf0KYTocEcOXk0fvRBxh5y9si26HXQ+l1+1BahhbczJlfyJnnXgYhssWC5Yxijo6OUVdXhyiKlJaWhN2eIYhCISf/m19C/+zs/sWzOHIEysujHOnK4nQ6GRgYkMxZgt9Hg8EgCc60tLSoFnZD6//27dsX8WeQIHYGBwepqalBqVSyf//+qOca8WBgYIBDhw7R0NDAj370I+64445Fr6tYTSUTrBoSkcwEkRN0hotHr8zgyqnT6UStVnPu3Dlqa2tRq9WUl5fHzQFtqVGpVFLbgwsRRZEzZ85w9uxZvF4l27ZtjTqi4feLTE1NSQ6yKpUKpTIp6j6T4U4W55uMj46OUV9fj8/nY8uWLWRmZkR0/EgInJuAIAjI5TJMpsBkPbSJucViobOzk87OTtRq1XQEyYROp4uL6Uq8Jsy6f/4FYZH9CIDg8ZBe+TK2626adzu7fVRyew43Oh7vOb9MJuDRGRi8/W4Gb797wW2D1+5Kt8eIZ1TVbrdTXx/sQ1omXW9mcyZ+vxhSx2mRokhqtRqTKXB9arXasK7PpIlRNtxxI8nn2mat2Kr6uin8/MfonBzH8s73hj123b/+tqjABFB3taM5XsXErn0R9dJcrijmyEjgMxAEgW3btpGePnfkRqGQS6msc6a2/vfD8Lc/wUK/b+95D+zdu0RnsvSo1WoKCgooKCjA6/VOuygHopwNDQ00NDSQkpIi1XEajcawSlVCo2crWf93KbNaBeZjjz3Ghz70obDEY0JgXtokROYlTnZ2oIYwHiIzGL10Op3U1dXR3t6OVqulvLw87u0WlhKlUonb7Z61Auf1ejlx4gT9/f2YTJkolTlR15WGOsgKgkBy8kwH2fPHjm+fyfkavg8PW2hsbEQul09PrJdjQSBwbqET3NAm5oWFhUxOTmKxWLDZrPT29tHb24dCoZBSFg0GfQz2/vHplymbDL+dh3xi/tS9Cz+D+SbWs4l3S5ZItxdnRKZXgngd12Kx0NDQiEKhoKysVJrUBYUYgMGgx2DQs379eiYnJ7BYLFgsVnp6eunp6UWhkE8bB5kWvD7Nj3+P5HNtwPxLxHnffBD7m67Gqw8vTVTd3hr2uSa3tzCxa9+M81tIaAZbhSw1Mz+DMnS69IWF5EKsWQOvvALvfOd5c50gggDvf3/A4fV1MhFWKBSSmBTFwIJIUHC2t7fT3t6OQqGQ6jgzMzPnTGfs7+/n2LFjq0LcXKoMDAxw9OhRVCoV+/fvn9WbcrnHEo3ATJAgITIvcZRKJSaTKa4is7GxkbGxMbKzs9mxY8eq6vEVDsEfXY/HI/3tdDqprq7Gbrezbt06dLo8hoej6xXo9XpxOIIOsgJqdfKcpjrBiXO40YNo5tmiCL29PbS1nSU5OZnS0lJSUpbXIj90gquwDJLxu1+i/cefkU9N4jZnY7v+3dgOXotDFKQIZ7Bn11z9DsNFFOOT5unJCD8F3JM5tzFUb28fra2tqNVqysrKIv4M4hVhijYiGBqZXm6hGa8oZn//AM3NzajVarZt2zarJvjCDANBAI1Gg0ajoaCgAKfTJV2fw8PDDA0NIQgCOp1OSqsN3iPlbifGP8zdL3nGubndGH//60UjykHECO61F267uNCMz6LMXAQjklbrEP39beTna3nDGyowGLSx10gWF0NtLfz97/CHP8D4OKxdC7fdBoWF8TmBVYggCOj1evR6PZs3b2ZqakpKq+3r66O3txdBEDAajVJarUajobe3l+PHj5OcnExFRcWKiptLlf7+fo4ePUpycjL79+9f0TZv/f39HDp0iMbGRh5//HE++MEPJgRmgrBJ1GRe4oiiyLZt21AoFBw/fjymm4fVauXVV18FYP369WzZsuWivBm1trbS0NDAgQMHSEtLm2VclJe3lvr6gagm0263RzJHkslkpKSkhJVatxS9IUUR2tra6O3tJT09nZKSkkXdXZcS3Wt/p+CBjyB3OmY95ygspvX7z+AxB0Sa1+vFarXNqpNLT0+fNg4yLtjPM57IJsYou3r3nOMOxavVU3/4KL6k80JYFAP1vV1dXWg0GkpLSyMSytIYVpEJz3KPJVZhK4rQ3d1Ne3s7Gk0qpaVlC34G4Zyf1+vFZhuR2qN4vV4gIEpNJiP51iF2f/jGsMZnf+NVnP3WE2Ftm1J/ks23v11yAp6L4HP1v30ZV0HRrOfnOr94LB5cmNoa+rdcLpPKK9LS0ti3b9+K9oN8vePxeBgeHpZEZ9DoTqVS4XK5SE5O5vLLL19VPawvFfr6+jh27FhCYCZYbSRqMhNEjiAIZGVlSQYL0d5ARkZGOHr0KAAmk4mtW7fGc5jLSrC21O12Mzw8TE1NDaIosnfvXrKysujstEU14XI6XXg8HkRRRKGIzEE23LqphSJaoWP2en00NTVisVgxmUxs3rx5+V0VQ0huaWDdfXcim8fVN7m9hfX3vI/GZ18ARdJ0ylcmZnMmPp+f0dHR6bRFi5QWlpKSMh1BMk33k5u933gIIr8mnaH33kH2T/5nzsl98LGB2+/Gl6SUjun3i7S0NDMwMIjBYGDLls1RR/1XMop5IZHU+MVKrMcJ7QWr02kpKSlZ9DMI5/wUCgWZmRlkZmbg94vTdcaBtNrOzk6mus+xO9xBRmCsNLX1Mia3lJHaUDvvNgIwtufyOQVm4HDi9H0kNHIZ3nu8mJCcC1EUaWlpobGxEZ1Ox759+xKOlEtMUlISOTk55OTkIIoiNpuN5uZmhoeHAXA4HPzjH/+Q0mozMjJWXU/r1yNBgZmSksL+/ftXdKGlv7+fgwcP0tTUxI9//GM+8IEPJARmgohJiMwEZGdn87e//Q2v1xvVj3tfXx8nTpxAJpMhk8ku+glCcPy9vb10dHSgVCopLy9Hp9PhcnmxWqcW2cNMQh1kA/tPQqlURWxeE17d1NwRh9DXud0e6urqGB8fJzd3DUVF8WlREgvmn/1oXoEZJKWtCd0rL2E/dN2Mx+VymVQnt2HDBsbHxyWn2u7ubrq7u1EqlZLg1Ol0cRfUfR/+JAq7jYznnp31nAAM3PphBv/9ToBpgemnvv4MNpuNrCwzxcUbYzIzikeKajxNYgPX6tI7z8Zy2n6/SHNzM4ODg5hMRjZv3hL2dRGJOZdMJqDX69DrdRQVFTE5OYU9MxOPUkWS27Xo66c2RbBgJwh0PPgtNt5xI4qx0RmLHsG/PcYMOj/31QV3I4rnyxQvrOOORkjOfxyRhoYG2traMBqN7N27NyFmlhlBELDb7QwPD6PVaikrK2NkZISBgQF6enro7u5GJpNJabVZWVmJCOcSEExTTgjMBK8nEumyCfjMZz7D1772Nbq6usjLywv7daIo0tbWRkNDA6mpqezdu5fq6mrUajWXX375Eo54aQlN+01PT2fv3r3Sj2pHhw2rdW7n2bnw+0UcDgc+nw9BEFAqlVGlQ4aykNCc77nghHhycoq6ujqcTifr1wdalKw0gtPBZVeWIHg9i+Zj2C8/wNnvPhX2vqemHJLgHB0dBQI95wwGg1QnF8+a4ZT6U2Q+9wzJTfUgCExuvYzhG2/FsfG8UAiK/ImJcfLy8lm3bl1cRH4sKY1LJQiXMqIZy769Xh+NjY1YrVaysrIoLi6OSuRHangU+j7nf/kBMn73y3m3FQMvoO4PlXiyciIal6rjLLnf/U+0r70sOR+Lcjn2N15Fz71fwJ2z8H3+vJCUTwvJpKiF5HyIosjp06fp7OzEbDaze/du5FH2Bk0QPcEosl6vZ9++fTNEvtvtZmhoSEqrDS6UpqenS4JTp9MlBEiM9PT0cPz4cVJTU1eVwPzJT37C7bffnvh8E0AiXTZBtAQdZvv6+sIWmX6/n9OnT9PV1YXBYGDPnj2oVCrUajVOp3Mph7uk+Hw+WlsDDo2pqalcfvnl0o+u0+mJSGD6fH4cDofU5kGtVpOUFPtX7nwUBS5c61koijmzPcZWTKaF+zUuF0mjdmReT1jbKocXb88QSkpKMvn5eeTn5+FyubHZbJLoHB4enjZm0Ur9OKNtRxPEUbqdjpLL5n0+tA/p+vXryc1dEzeznFjMf5Yq4riUqbPR7tPj8VJfX8/o6Ch5eXkUFhZGLfLPmwCF8xkKM97n/js/gfa1l1EODcyZZi0Ar171Ds709GF0uDEajdP9Dhcfl6ugiLPffQplfw/JzQ0gE5jaXDrDpCqeEclI8fv9nDhxgt7eXtasWcOOHTuidupOEB2iKNLU1ERLS8u8UWSlUklubi65ubn4/X6sVqvkVtvS0kJLSwsqlUoSnCaT6aIz+ltpuru7OXHiBBqNhv3796+oE39fXx+HDh2iqamJJ598kve9730JgZkgJhJ3gwTk5ARWyfv6+sLa3u12c/ToUSwWC7m5uVx22WXSCrRKpcJuty/ZWJcSl8tFTU0NNpsNALPZPONHt69vLOx9hesgGy3n62dnTm4DaW6zHxsaGqapqQm5XE5paSla7fL2PBMEYdbkWBQD5+Gddi9cyKwkiE8TbluP2ahUSrKzs8jOzsLr9TEyMiK1RxkZsdPW1jZtzBIQnKmpqVGIj/mFxtjYOHV1dfh8PrZu3UpGRkDkB6+RlTLuWeq01mj7vi5EtO+X0+mirq6OyclJioqKyMuLTyQ/nM9QJpuZkuzJyKL5ieco+NK9pJ06OmNbb6qG9lvvoveN1+Kz2aR+sSqVSnJSDift25+3Ft+GIlQqBRnLLCTnw+fzcfToUQYHBykoKKCsrCwxkV1mQvs9Z2RksGfPnkXFoUwmIyMjg4yMDEpKShgfH2dwcJCBgQHp+gxuExSdF1PrspWgq6uLkydPkpaWRkVFxaoQmM3NzQmBmSBuJERmgohE5sTEBFVVVUxOTrJp0yaKi4tn3IjUajU+nw+v13tRrWiGnteWLVtoaGiQHPcAHA4PIyPh1WJ6PF6czqDAlJGcnBz/CZ0oIrdZEHxevIYMxJA0s9CIliBAZ2cX7e3tJCcnU1ZWNqs1Q7wIFZLBlhbBvwP/zf06vyadsT37Sa95bdFjjBy4Ji5jVSjkZGSYpoWeyMhI0JjFQkdHBx0dHajV6mnBaUSr1S0qOBcSGVarjYaGBgRBmLMPaTwiftG9VljyukkILooEjrdS9aNTUw5qa0/jcrnZtGkjWVnht54Jb0zzf4bz9Zh05+TR8sRzJDfVoz3yCoLLhSs3H/vBt+JPTmE9UCTC1NSUFIHv6+ujr68PuVyOXq8nKyuDnJws0tKSlz0iGSkej4fq6mqsVutF7UB+MSOKIrW1tXR0dJCVlcWuXbsiTlMWBIH09HTS09PZsGEDLpdLEpzB9lKnT59Gp9NJgjNgvpb4rIN0dnZy6tQp0tLS2L9/v2Q4uBL09fVx8OBBWlpaePLJJ7ntttsSn1WCuHDxqIAES0ZQZC7WK9NqtVJdXY3P52Pnzp1z1vMFb5Qul+uiEZmh57V7925ycnJob2+fITJ7e0fD2pfL5cbtdiOKInK5nOTk5JgMXS5E8LjJ+O0zZPzmGdRd7QB49EasN7yHgffeiU+nl8Sc3+/n7Nk2env70WoDzpmxpusGf3jOi8nzKYOzhWT4YmLwljtIr3ltwWimR2fA+tZ3RjzmxRAEWYgxy3omJiYkwdnT00NPTw9JSUkYjYZp4yD9gn1NL2RgYIDm5haUSiWlpaVoNHP3nYuPWU5kvQwvjK4tJcH07lijmtG8R+PjE9TW1kpRZJPJGPXxF2I+obnYOTs2leDYVDLnc4IAOl0aZrMelWoz4GNszMbIiIWREStOZw/t7T2SMUtaWhYpKavPfM3lclFVVYXdbmfz5s0UFxev9JAuOURR5NSpU3R1dZGTk8POnTvjkqasUqnIz88nPz8fn8+H1Wqlv7+fwcFBmpqaaGpqIjk5GbPZTHZ2Nkaj8ZKuvw0KzPT0dCoqKlZUYPb29nLo0KGEwEywJFwcKiDBkhKsyVxIZHZ3d3Py5EmSkpLYv38/BoNhzu2C6R5Op/OiaOLc3d3NqVOnUCgUM85LqVRKInNy0sXo6MI9EP1+EZcr0KIEAhbxKlXkDrILIbicrP/EB0iveXXG40kjVrJ++gP0f/kjzY/9L96s7BktSjIyMti0aVPYUY2ZEcngv+IF/8bnnIKMXX6A3o/ez5offD2wf2aKTa8mjbPf/gmka2EJ00oFAdLSNKSlaSgoKMDpdE63RrEyODjEwMDgdARJh8lkwmAwolQmzSksRDEwmejo6CA1NZXS0tJFaz79fn9MEU1BmD9iPNe5rkSKbqzpwZEKzJERO/X19QgCc0aR482FiwUXurPOR1KSfM76yLkjkhnARrxer9TvcGBgAKvVypkzZ0hLS5MiSHq9fsUnjQ6HgyNHjjA+Pk5ZWRnr1q1b0fFcioTWwebm5rJ9+/YlqYOVy+VkZmaSmZmJKIqMjY1J12cwSyS4TVZWFmazeUVF1nLT0dHB6dOn0Wq17Nu3b8UF5sGDB2ltbeWnP/0pt95664rfKxK8vki4yybA7/djNpvZtWsXL7744oznQs0B0tLS2Lt374LicXBwkKqqKikiuFoJ9mZrampCo9FQXl4+47xee+01Jicnueqqq2htHWZsbH4zowsdZJOSkmI2kJmL3G//B+ZfPLFgtG9i+x5qH/n5tHvp5LzGJucjkoHIlyie74+3kmiPvorpFz8JuGL6/fhS07Be9y4Gb/4g7ty102O+sIdfPFh8fx6PV+p1ODIygs/nC4xZqyUjIwOj0SilIositLa20tfXF3b/xRmjiTLaF0mUbyXrQAPHjzwiGelrhoctNDY2olAoKCsrRaPRRDrMqAl+hqGfZWRCMjKC/Q6DE/qJiQmAGcYsGRkZyx5BmpycpLKyEofDwfbt2yNyME8QH3w+H8ePH6e/v5+1a9eybdu2FRETDodDSqsdHh6WvssGg0G6RjUazetW6Jw7d47a2lq0Wi0VFRUr2u4tITATREhUF0dCZCZAFEW2bduGQqHg+PHj0o3G5/Nx8uRJent7ycjIYPfu3Yv2MBsdHeWVV16htLSUwsLC5Rh+xPj9fk6dOkV3dzcmk4ndu3fPutkfO3aMgYEBrrzyzTQ3z+9o6veLTE1NSQ6yKpUKpTL+fd5kkxOUXbMb+dT87rZB8fm/932VnqxcNmzYEJLSHKyLjLc4iy/SxNzjRuZ04EtNC+R0zrEdxKc/JEQuuHw+/wzjILc7EMHWaFLR6w2Mj49jt9sjjiKHEroAEC7hnke8jXjCRTFiRffKSyjsNrw6A2MHrsatnTsrYjaRXbt9ff20tLQseS3yhcwnJNVqxbI6qI6Pj0uCM2hmJpfLZxizLHUUZWxsjMrKSjweD7t27ZKyZhIsHz6fj5qaGoaGhigsLKSkpGRViIlgFD4oOl2uQM/Y1NRUzGYzWVlZGI3G143rcHt7O3V1datCYPb09HDo0KGEwEwQCYkWJgmiQxAEsrOzqa2tlVbenU4nNTU1jIyMUFBQQGlpaVg3+9CazNVIqDNuXl4el1122ZznpVQq8fl8dHXZ5t2X1+vD6XRI7pnJyeolq0NNO1a5oMCE83eA/FPV6D59DSaTcY6oz+oVmKECSUxS4kua/0c4stYR4RCZgJHLZZhMxunaPhG7fUxqi9Ld3T29jZykpCRGR0fR6XQRp05Hc47hCuVY2p1Eg+B2kfud/8T0f79E5jnfrsb/9S9iveFmuj/xRUTlwoIn3PrR0DRljUZDaWlpzL1pL2S1CMmFSEtLIy0tbU5jloGBAWBmBCktLXrn5rkYGRnhyJEj+P1+ysvLycjIiOv+EyyO1+uluroai8XChg0b2Lx586oREwqFguzsbLKzsxFFEbvdLi2KtLe3097eTlJS0oy02sUWuVcrZ8+epb6+Hp1OR0VFxYqeR09PDwcPHqStrY2nnnqKf//3f18110SC1x8JkZkAgKysLP7617/i9XppbW2lp6cHp9NJSUnJdLpleDehoMhcjb0yJycnqaqqYmJiYk5n3FCUSiVTU15GRibnTH29sEVJcnLKkjk5CoKAwhGesy1Abnoag0bDdDuT5RUTsRDNOIMOvrE6pEYrVAPCGHQ6LWq1CqvVCgQm7263W3ICVSgUUusJg0Ef0WJEpDWMi4nScGsE44bPR+EDH0H3r7/OkvGCx0PGb36GcqCXtm/+BOb5DoVbPyqK0NbWRm9vLzqdjpKSrVEv/FwMQjJcLjRmCa3jbGhooKGhgdTUVLKzs8nKysJgMMQ08RweHqa6uhqZTEZFRcW8NfwJlg6Px0NVVRU2m23R37uVRhAE9Ho9er2ezZs3MzU1JV2ffX199Pb2IgiCZG6VlZV1UXg+QOB+dObMGfR6Pfv27Vs1AvPpp5/mve9976q9JhK8PkiIzARAwPzH7/fz1FNPce+993LTTTfx3//93xGnNwVTRldbJNNms1FdXY3X62XHjh0z64IsFnjqKTh9OhAuqahAvX8/Npub7GzPLJEZ6iArk8lISUmJ0eAnYLQTbPEQTJEMNdtxZYb/OYh5a4N/IYorX3sXDrEIxYBZTmxCM1qRGXxfJyYmqKurx+12s2nTJrKyzECgL6PVasVisUjW/jKZDL1eL4nOcKJskbQ4WWxhYbkXHnQvvygJzAu/JcH4sfZff0P/9z9hv+q6OccWTjTX7w/Ujw8NDWEymdi8efOiCz+vJyEZLnK5XJqoi6LIyMiINKFva2ujra0NpVIpOYFmZGREJNQHBgY4evQoSUlJVFRUkJ6+vD15EwQydo4cOYLdbmfr1q2sX79+pYcUESkpKRQWFlJYWIjH45EWRQYHB7FYLNTX16PRaKTrONZFkaWitbWVhoYGDAYD5eXlCYGZ4JIjUZOZAIDvfe97PP744zQ1NWEwGHjuued4wxveENW+XnnlFQCuvPLK+A0wBnp7ezlx4gRyuZy9e/diNIa0L/jOd+Czn4ULRLFPo+FP77gd9a13YDDogcAk1u12SfV3CoUCtVodpsCcLSQjEn5+PyXvuAJVb/e8m4gAcgW1LxzBazLPeG61C814CJ9YzzHSMQSPZ7cH3EtFEbZu3SpdLxfi9XqxWm1YrVZsNitebwluWqAAACAASURBVMA4KD09HZPJhNFoJDU1ZZFjLi6mF3ofVqIWc8Nd7yH9WOWi243tqqD1R7+a9TmEM2av10dDQwM2m43s7OzpqE3guUtRSEbL5OQkAwMD9Pf3S1F5mUxGRkYG2dnZmM3mBRvG9/T0cOLECdRqNRUVFctqtJQggMvlorKykrGxsVXtjRAN85lbBRdFguZWqyGttqWlhcbGxlUjMA8cOEB7eztPP/00t9xyy4oIzLGxMR588EGee+45hoaGyM/P57bbbuOBBx6I6P1xu9189atf5dlnn6W7uxuz2cxNN93EQw89lLjnLB0J458E0eHz+Xjb297Gn/70JwoLC3nppZdiWvk8cuQIY2NjvOUtb4njKCNHFEXa2tqkVLDy8vKZN6Af/AA+9rF5X+8XBI5/6dvIrn8Xfr+I0+nE6/UCoFQmoVTObFESFJDBSXLg38iMWxbC8MJzrHvwE3M+F4wSDf3b7XTf9x9zbrNahWY8xxXLviJ/rcDQ0BBNTU0oFApKS0tJSwvvB87n8zM6OjrdHsUitctJSUnBaDRiMpmmm5dHPs6FRNlKXAOXvXEr8snxRbfzpWo49Y8GYOY4Fxuzx+OlsbEeh2OC4uIitm7diFqdlBCSMeJ2u6U6zsHBQclNWa/Xz6jjDE5Wg86ZGo2GiooKkpOTV3L4lyQOh4PKykomJia47LLLWLt27eIvuoiZmJiQrk+r1SplF5lMJkl0pqQsvHC3FDQ3N9PU1ITRaKS8vHxFe4Z3d3dz8ODBVSEw9+/fz8jICL/61a/YuXMnhw8f5rbbbuOKK67g+eefD8v52uPxcM0113D06FGeffZZDh06RE1NDe95z3vIzs7mX//610WTSn2RkRCZCSJnYmKCm2++mT/+8Y8AfPvb3+YTn5hbyITLiRMn6Onp4frrr1+xdAy/309tbS2dnZ0YDAb27Nkz00lxchLWrIHR0QX3M55bQNNzr+BwOqUWJSqVckYK7XJO2jOffZzc730ZYY7vrfW6G+n4wtdhgR+01Sg04x1di7bFSSSRTEEQ6O7upq3tbMzupaIYcAK1WCxYrVYmJwMGT0qlUhKcOp1uRupnNO/ZSjnKhi8y0zj1jzPS/8tkwoy08WBEMjQa6fd7OHHiKFNTk5SUlFBUVLRk53Ep4/P5sFgsUgQpWHOfmppKVlYWXq+Xzs7OVdH771JlamqKyspKpqam2LFjR4iz+KWB2+2WTK0GBwelBeH09HRpUUSn0y35nKSpqYnm5mZMJhN79+5dNQLzZz/7GTfffPOKzck+/vGP88gjj/DCCy9w7bXXSo9/61vf4tOf/jQ/+MEPuPvuuxfdz3zbP/fcc9x4443cd999fP3rX1+Sc7jESYjMBJERFIKnTp3ijjvu4Mc//jGf+9zn+PKXvxzTfhsaGmhtbeXqq69ekcmGx+Ph6NGjDA8Ps2bNGrZv3z57hezpp+H228Pa36nvP8vI1u0IAiQnJ6/oj8bExCRdf/8Lm/9xmKL+TpRyGY71m7C8871MlmxnztDXBawmM6ClEr3RtDgJV4SJYsAtsKenh/T0dEpKSuLatmZqyiEJztHpRRC5XI7BYJDqOJOSFAu2OJnrXFZKZG64+xbSa15ddLuxPZfT8eNfXyAk5ahUSXNGJMfHxzly5AhOpzPRf3EZCXUC7e/vZ3w8sIAQdClfs2bNqklZvFSYmJigsrISp9PJrl27VnWP6uXA7/djtVqlRZGpqYBxXmjPWJPJFNffclEUaW5uXlUC88CBA5w7d45nnnmG97znPSsmMMfHx8nMzESv10smTkGsVisZGRkUFRXR2tq64H5EUSQ/P1+KXIc6Ynu9XsxmM263m+Hh4QXT+hNERaKFSYLwOX78ONdffz1DQ0M89thj3Hbbbfz4xz+WrO1jIdRhdrlF5tTUFFVVVYyPj1NcXMymTZvmvrE2N4e9T1XXOWSlO1Crk1EolreReSg22wgNDWcQ9SZsn/sKgvG8Y6MQQeAumMoLKyM6QlmqqGrwvCIRseG8F36/SGtrM/39gxiNRjZv3hz3ayIlJZn8/Dzy8/NwudzYbDYsFgvyU8fIOvYvNGN2RJ0e24Fr4MDVqFNSFh37Skawh2+8lfSaV+c0/oHzqd6a++6hrCy8yfHIyAhVVVX4fD727t2L2Wxe/EUJ4kLQCVSn0+F2uxkfH0ej0aBSqejv76evr09KWQxO6BOps0vH+Pg4r732Gh6PJ/FdmCZYR5yRkUFJSYnUM3ZwcJDOzk46Oztn9IxdrNZ4MUQxYDrW0tJCRkYGe/bsWVGB2dXVxcGDB1eFwAT4+9//jtPpZO/evbPGYTQaKS4uprm5mZaWFoqLi+fdT21tLT09PVx22WWzWi4pFAp2797NSy+9xD//+U+uuuqqJTmXBJGREJmXKA8//DBTU1McPnyYQ4cO4ff7ycjIoK+vL+Z9B2/Wy+0wa7fbqaqqwu12L16PEoH4HZmcQhQJq15gqejvH6ClpYWkpCTKykovKG6PXCwGNhdXLLoFyyN8InFlXWxMXq+X+voz2O12srOz2bBhQ4yuwoujUinJ1SRzxVe/gbby5ZlP/uMwQ4+t5S93f46ULVsxGIykpqZKBlOhH+tyf8YzUlvf+27c/3oR5fP/N+e2AsC73oXsne8Ma99DQ0PU1NQk2mOsIH6/n5MnT9LT00NOTg47d+5EJpPNSlkcGhqitrYWnU4nCc5ArXHC1TIejI6OUllZic/nS/QinQdBEEhPTyc9PZ3i4uJ5e8ZGe42KokhjYyOtra1kZmayZ8+eFZ0rrDaBCVBXVwdAQUHBnM8XFBTQ3NxMXV3dgiIznP0Et0uIzNVBQmReojz99NMMDg6yadMmIHAjzsrKYnBwEFEUY7oprUSvzP7+fo4fP44gCOzbt2/xH9tDh+ChhxbcRAREmYw6QxYTx4+TnJyMyWRa0JQl3gQay3fQ0dFJamoqpaUls1Zcw21SP/f+IxNh8STG1pYzEUXSjr6G7uXDyCfG8Zgysb71XTjXb4pIaM6nxVwuN3V1tUxOTlFQsJa1awuW5fPH66XoEx8g7dTROSOBmX2dXPedL/LsPQ/RoUlHqVRNX6NGtFodgrB0Yn6uGsmA4Y58ttnOc/8bcHH+4Q9hKqTna0oKfOQj8NWvBi7kRejt7eX48eOoVCr27duXaI+xAvh8Po4dO8bAwABr165l27Zt0u+FUqkkNzeX3Nxc/H7/jDrOpqYmmpqaSElJkSbzRqMxYcwUJSMjIxw5cgRRFNm3b99M1/QE83Jhz9i5rtHk5OQZ1+h8olEURRoaGmhra8NsNrN79+4VF5gHDhygo6ODZ599ln/7t39bcYEJSEJer5/beV2n0wEwODi4LPtJsHwkRGYMxMuOGQLW8Q888ACPPvooX/rSl3hoEQEUK8HGx0GC9TS1tbUxi8zljmSePXuW+vp6UlJS2Lt3b3gTz4oKuOwyOHVq3k0EYOTKq9l48BAWixWr1UJ3dzfd3d0zTFn0ev2SRLT8fpGWlmYGBgbnbSwvCLELiEijffEgkr6WMscUqp5OREGGK78AUTkzCq3s7aLovg+T0nJmxuNZzzzGyJVvoePh7+BP1YR1jnPVq05OTlFXV4vT6aK4uJicnMh6x8aC7pXD8wrMIFrrENd2NHLi2puwWi309PTQ09NDUlISRqOBjAwTWq0+qrTeiITkwjuCb34TvvAFeP75QG9akwmuvx6mJwaL0d7eTl1dHampqVRUVKyIa+SljsfjoaamBovFQlFREVu3bp33t0Imk5GZmUlmZialpaWMjY3R39/PwMAA7e3ttLe3k5SUJLmAZmZmJuo4w8RqtVJVVYUgCFRUVMw76U6wMHK5HLPZjNlspqysjLGxMUlwnjt3jnPnziGXy8nMzJTSaoOL6KIocubMGc6ePbsqBGZnZycHDx6ko6ODn//857z73e9eFQITAq7HwLzfb6Uy0Ct6KnQBcgn3k2D5SIjMKFnIjrmysjJsO2aAf/zjH7z//e9nZGRkRWvksrKy+Otf/4rX65W+rNEQvAkvtcgURZG6ujrOnTuHTqdj79694ddVCAI8+yy88Y1gtc45iXfmrqX7/v8gLS2N9PR01q0rYGrKgdVqxWKx0N/fT39/PwqFHIMhIDgNBn1cajFCUzOzsswUF2+cU8jGy8RnuYVmOAJTYRki+4nvYfzT/0M+FXBc9Wr1WN7+b/R/4GP4NenI7TaKP3Izqr7Z/UNFQP/KS8jvu5PW7z+DH/mi6cEXnv/o6Bh1dXWIokhZWemyp2Zm/O6XwOIV92teeA7b3fdRUFCAy+VieHgYq9U2nQ42iFwuR6/XTV+jxhlGRUlJckk4xiQkw0Gng1tvjegloYYaOp2O8vLyhHvpCuB2uzly5Ah2u51NmzZN9yINbxIrCAJarRatVsumTZtwOByScVBvby89PT0IgjCjjjOxiDA3w8PDVFdXI5fLqaioQKvVrvSQXheEXqMbN27E4XDMaOHT398PgMFgwGw2Mz4+Tk9PD1lZWezatWvFBeaBAwfo6upadQITkGqyPR7PnM+HtvBajv0kWD4SIjNKPv/5z1NfX88LL7zA5ZdfDsA73vEOHnroIT796U/z2GOPhWXH/MILL3DrrbfyrW99i87OTh5++OGlHvq8ZGdn4/f7GRwcjMmpUaFQIJfLlzRd1uv1cuzYMQYHB8nOzmbHjh2Ri7utW6GqCv8DD8Dv/4DgC1ie+1RqbNfcQN/d9+M1mIDzaaUpKcmkpOSSl5eLy+WWBOfw8DBDQ0PIZDL0ej0mkwmj0RiV66jT6aSurp7JyckFUzPjEcUMxe9fnhrNcKKYyv4eiu+4CdVA74zHFaMjZP3sR6RXvkLLY/9L5q9/OqfAhIAwE4H0mlfRVr7M6BWHQqL08/cvDb4HFouFxsYmZDIZZWWlK5Kaqeo6F9Z2ysE+BKcTUa1GpVKRl5dHfn4ubrcHi8WK3T7CxISdvr4xhoc7MJuN5OevIT8/Z5aBwmpCFEVqa2vp6OjAZDKxZ8+eRLRrBXA6nVRWVjI+Pk5paSmFhYUx7S85OZl169axbt06PB7PjDrO4eFh6urq0Gq1kuDUarWratK8UgwODlJTU0NSUhIVFRWJdPElJDk5mYKCAgoKCvB6vQwPD0tRTpvNBgQioSkpKdhsthVL/b5QYN50002r7ruSlZUFBFK858JutwMsaloVr/0kWD4SIjMKxsfHeeKJJ8jOzuaaa66Z8dztt9/Offfdx3e+852wRGZOTg61tbXk5uYueYpsOGMB6Ovri0lkBnpJqpYskulwOKiurmZ0dJT169ezZcuWqG+q3oICzv33/zB4yz1oOs+iVKtxbynFlzZ7dTgQ7TsvkFQqJTk52eTkZOP1erFaAy6gNpsNq9UKgE6nleo4w4myjo9PUFdXh8fjYdOmjdJNdbkITZVeGrEphBXFLPjSvbMEZigpbU3kff2LpB0/ssjRApj+3y8YveIQcP685hPUggC9vf20tLSgVqspLS0lLS11RepWxaTwMgpEQUCRrEKtUYdEJGWo1SpUqgJkMhk+n4/h4WEpZbGtrYm2tiapj1x2dvaqmsz7fD5OnDhBX18fOTk57NixY0WjBZcqk5OTUv/F7du3k5+fH9f9JyUlsWbNGtasWTOr9UQwgh1aI2cymS7JOs6+vj6OHTuGWq2moqLiAvO3BEuJQqEgOzubrKwsadFLo9EgCMKM1O/QtNrlWAzr6Ojg4MGDq1pgApSWlgJw7tzci6YdHR0ztlvq/SRYPhIiMwriZccMsH379qUcakRkZwdqzXp755/ch4tarV6SSObo6ChVVVW4XC7KyspYt25d1PsK2O9PMDAwjt+UgTtvLT75wpMXv98/ZyROoVBgNmdiNmfi8/kZGRmReh3a7WdpazuLRqORBGfQBTQUq9VGQ0MDghC4SRoM89fZLGXEMbBfYUmOEY5JUXLzGdJO1ixYhygChr/8EcHvC+u46s6zs/cxh+mRKMK5cx2cOxeYRJSWlqJWq1as/cfY3stRd7UvvuGVV1K2Y+HJv1wulybqoihis9mklMWWlhZaWlpWzWQ+tNdtQUEBZWVlq3Ly9HpnbGyMI0eO4Ha72b1795L3X5yr9URwUSRYIxe415qXdTK/0vT09HDixAmSk5PZv39/Ih1wBRBFkdOnT9PZ2TnDUXlqakpaFOnr65P6QBqNRulempqaGvfxdHR0cODAAbq7u/nFL37BjTfeuGrvkQcOHEClUlFTUzPL88NqtdLS0kJRUdGi8+WysjLWrFlDQ0MD4+Pjs/pkHj16FI1Gwxve8IYlO5cEkZEQmVEQLzvm1UZwAhGsPYgFlUolNemOF4ODgxw9ehQg5n5gTqcTp9PJ0NAEoiiQkpIStnmP3++fFmAwV3NKuVyGyWTEZDIiijA6asdisWCxWOjo6KCjo4Pk5GTJOEir1dLf309raytKpZLS0lI0moV/lOJVizk/gXTSeNZpCkJ4fTGDrToW+jQEgGmBuZAYDTJfRDC0FjVgtNTC4OAAer2erVu3oFAoluG9nklojaTso3cj/vYZhEUGIHz84xEdIzgJMhqNbNmyReoj19/fL03mV8qUxeVyUVVVhd1uZ+PGjWzcuHHVTp5ez9jtdo4cOSL1Is3MzFzW44e2ngitkQvWwl84mc/Ozn5diq/Ozk5OnTqFRqOhoqIi0XN0BQgVmGvWrGHHjh3SAlxKSgqFhYUUFhbi8XikbJGhoSEsFgv19fWkpaVhNpvJzs5Gr9fHfD+7mAQmQFpaGh/84Ad59NFHefHFF7n22mul55566ilEUeTee++VHhsbG+OWW27BaDTy5JNPShksgiBwzz33cP/99/PMM8/MyBb8/e9/j81m41Of+lRMPU8TxJeEyIyC16uN8po1awDi1ivT4/Hg8/nikuLW0dFBbW0tKpWK8vLyqM0O/H4/TqcTl8s1HXF0kZycHLE77My00vm3E4TA9aDT6SgqWs/k5IQkOIMuoHK5HJ/Ph1qtpqysjJSUhScR4Yq1eBBPQ6BwI6OyCCLgzty1qHs6F91ubM/+eZ8LCEw/Z840YLVaMZvNbNwYMFqKd91rkAvNdgJ/K2ab7azdC9/5DoT8AM/irrvghhuiHsuFfeTmMmWRyWSYTCYpZWypfsSnpqY4cuQIExMTcan9SxAdFouF6upqyb10NfQivbBGLljHOTAwIE3mg6nfWVlZ6HS6VT3xDoego3J6ejoVFRUJw6sVQBRFTp06RVdXF7m5uWzfvn3eDI+kpCRycnLIycnB7w9kNAWv0ba2Ntra2lAqlTMW7yL1kjh37hwHDx68aARmkK985Su88sor3HnnnTPMMh966CGuuuoq7rrrLmnbP//5z7zwwgsAfPzjH2fXrl3Sc/feey9/+tOf+OxnP0teXh6HDh2ipqaGj33sY2zbtm3Fy84SzCQhMqPg9WqjnJWVhSAIcYtkQiAqEcvqcmgfKq1Wy969e6NeyfX7/UxNTeHxeBAEgdFRLypV9JPlxWr7LkQQQKPRoNFoKCgoYHJyisbGRiYmJoBAdPXEieOLOtUuhzlPKPEQmpGINdea8Gu+Rt58Pdk/fWTh1FqZjOF3ze9o6nZ7qKurY2JinLy8PAoLC5HJhOmFhOijmGELycW45x7Iy4P/+i84efL844WF8MlPwt13E8+mnReasoQ6LA4NDXH69Gn0er0kOONlHBRMzXS5XOzcuZPc3Ny47DdBZISay+zbt29VupcqFIoZk/lg6vfAwICU+q1Wq2ekfl9s9bxtbW2cOXMGnU7Hvn37YnJ8TxAdoihy8uRJuru7ycvLY/v27WELOplMJmWLbN26lYmJCeka7enpobu7W1q8C16ni81tLlaBCaDVaqmsrOTBBx/k5ptvltr+3X///TzwwAMz5joVFRUUFhZK710oSUlJHD58mK985Svce++99PT0YDabueWWW3jooYcStcqrjITIjILXq42yUqnEZDLFRWQGIx1OpzPq98Hr9XLixAn6+/sxm83s2rUr6vYgfr+fiYkJfD4fgiCgUCQxNjYR1b4uZK7avsXweLy0trYwMTFBdnY2a9fmY7ONLOpUu1SRtcWIVWhGItZGDl5L3jcfQj618Ofjysmj78OfJMkyiOn538x4LlR0dn/qIVwFRXPuw+FwUltbi8PhYP36IvLy8kIWDxaPGCuVCkk4xiQkF+Od74R3vAMaG6G/P9AKZPv2QJHrEpKUlERubi65ubn4fD6sVquUrtjQ0EBDQwMajUZKV4w2Fcxms1FVVYXf76e8vHzZUzMTBOjt7eX48eMXlblMcKJuMpnYunWrlPo9MDAglScEex1mZ2djNptXtWATxUDaflNTEwaDgfLy8kui7nS14ff7OXnyJD09PRELzLnQaDSsX7+e9evX43a7ZzgqDw0NUVtbi1arxWw2o9frycjImLEwcu7cOQ4cOEBPTw+//OUvede73nXRCMwgWq2W7373u3z3u99dcLucnBzOnp3toxBEpVLx8MMPr2g3hgThkRCZUfB6tVEWBIGsrCwGBgZmFWdHSqy9Mp1OJ9XV1djtdtatW0dJSUnUk3av18vk5KRUS5mamsrg4GTc23+E05oDAsKmrq6OqakpCgoKWLt2LYJAWE61GRkmDAYTycnLX3MQaHECohhsDhIekQpjf6qG/g9+nNzvf3XBCGXv3feBQkHnF7+BY/1mzL94AuVgINVbAKaKt9J/xz3Y33T1nK8POvl6vV62bNlCZmaGFL0MPc9QIXleRC6BkFwMQYAtWwL/rQDBiXpmZiZlZWXY7fYQp9pAKphKpZIEZ7jRo2CtdbDv32pIzbwU6ejo4PTp06SmplJRUXHRLZLC7NRvp9M5q9ehIAgYDAbpOl0KU5ZoEUWRxsZGWltbMZlM7N27Ny59lxNEht/v58SJE/T29pKfn89ll10WV0GnVCqlxbsLHZVbWlp4/vnn+d3vfseVV17JDTfcwPbt27n++uvp7e29aAVmgkuTxN0rCl6vNsqCIJCdnU1tbW3MIjM0khkpY2NjVFdXMzU1RUlJCUVFc0ehwsHj8TA5OTkdbZSRmpqKKAoMD8cnihlKwHl2YUE1NjZOfX39dIuSTWRlzV6ImM+pdmTESmvrWeAsGk1qiFOtJp7ZkgsiisHMzPBTdqNJOR287S5kzimyn/ifWS/2K5Lo/vRDjFw9XYcokzH03g8x9J73k9JYi3xiHI/JjLOoeN40UptthDNnziAI8P+z9+ZRbZ13/v9bILFvQgiJxWazMeDdLELCzmbiLfGGJ/NLcxK3M3Pm9HyTzEnOTL6Tdqatnd+0nXambbolXWYmbaeZGacNxrHj2El+k61BCzsGs2N2LQgBEtqXe39/0HsrDDab4ErwvM7paQ6Cy4O5XD3v5/P5vN979uxGamrKXUIyDJGREesvJEMEHo8HoVAIoVCIoqIiWK1WVnAODQ1haGgI4eHhc1xAF6oejYyMoLm5GVFRUZDL5UGd2bmRYVozExMTIZfLN8zsX1RUFLKyspCVlTUv69BkMuH27duIj49n2xUDYcqyUmiaRnt7O+7cuYPU1FSUlZWFXIvvRoCiKDQ2NkKr1SIrKwt79+5d03tiIUflgYEBaDQa1NTU4PLlyxAIBPB6vfjyl7+MiooKIjAJIQNvFbNd3Hj6BwEzMzMQi8VITk5mHe4YTCYTxGIxcnNz0dfXt6zrXrx4Ea+88gouXLjA2fDyl770Jfz2t7+F3W5f1UbD4XDggw8+wI4dO1BQULDkrzMajazNdXFxMRurshJcLhccDgdomkZ4eDji4uIQFhaG4eGpNRGZDPcSmhMTJnR2doLH42HXrp2sQdRymJ42s8ZBjICPiopiBedszuGqf4QlsZTZ0NXOj0aMDSPlyiXEdN8GHcaDbXcxJk7/P/CmLL+dkqlImkzj6O3tRGxsFA4elEMsFhIhGUCY6pFOp4PRaGQ7CJjZo7S0NERHR6O/vx/t7e3ENZNDaJpGV1cXenp6NlVrpn+Ej16vZ+fimUq8VCqd16641uth3EulUilKSkqIwOQAiqLQ0NAAnU4XFNFJKpUKL7zwAgYHBzEzM8O+55eVleHUqVM4efIkdu/eTUQnYT1Y0U1GKpkrIFB2zMGIVCoFRVEwGAyrCt1mBOpyKpnDw8NoaWlBREQEZDLZPd17l4LD4YDL5QJN0xAIBH+MKAmD2+3FxIRtxdddCrNtpYzz7KzAGhvTore3F1FRkdi1a/GIkrthxFpSUiKSkhKRl5e3oFNtREQEG42SlJSE8EVyP1fDUmZRVxv/4c7YCu1zf7/kz79fayuPx0NfXx/Gx/uQkSGEXC4PyZbAYOfu6tH4+Dh0Oh0MBgOMRiPa2toQGRkJl8tFXDM5hKZptLW1YWBgAGKxGGVlZZumNdM/wufuOU7/SrxYLGZF51rdo/6zf3fHYxDWD3+BmZOTw7l46+/vxxe+8AVotVpcunQJx48fxyeffIJr167h6tWr+NrXvoavfe1ryMrKwre//W089dRTnK2VQLgXm+MdZQ0IlB1zsOGflbkakRkWFoaIiIglzWT6n6bHx8ejvLx8xZt/fwdZYFbsRkVFsW/aOp0l8M6sNI3I0SGEW8zwiFLgkWb88XvMvkH199/ByMgI4uLisHv3bkRGrsR0Yu6a73aqdTicrOBkjFn4/PBFnWpXy/0MgdYqamUlM5L+G+rk5GTIZLKgNv/YKNztAspETTAZuhaLBZ999hnrVJucnEw22OuAv7BJS0tDcXFxUB9+rjXx8fGIj4/H9u3b4XK55lTimcgyZo4zkI7K/q2ZgTCXIawMiqJQX18PvV6P3Nxc7Nq1i3OBefjwYVZgnj17FjweD8ePH8fx48fx2muvoaWlBVevXsW1a9dCwqCLsDkh7bKrwGw248KFC6iurmbtmM+fP4+XX355zgZWq9Xi0KFDEIlEBn37JAAAIABJREFU+PTTT+e1hd3vYbaeURUA8Pvf/x5//ud/jurqalRVVa3qWh9//DHCwsLw4IMP3vNzfD4fmpubMTY2BrFYjNLS0hW3a1EUBZvNBq/XCx6Ph6ioqDl5fi6XF7dv6wP3b0rTSL5RA8mbv0RMTwf74ZkDMuj/4nlMlR1CV1cXJiaMSE4WobCwEHz+8jdyy3V1dbncMJlMmJiYwPT09B9nRec71QaShda4mlbZQJrt+Hw+NDU1QavVkg01h/h8PjQ2NkKn0yEjIwN5eXmsKYvZbAYANkMuLS0NYrF401TW1hOfz4eGhgbo9Xps2bIF+/btI8L+Hvh8vjlznMyhKeOozByMrESQ+P8egqE1c7Pi8/lQX18Pg8GAvLw87Ny5k3OB+cgjj0Cn0+Gtt97CmTNnyH1BCAZWdBMSkUmYQ21tLQ4ePIif/vSneO6551Z1LaVSCavViiNHjiz4usvlQl1dHSYnJ5GVlYU9e/aseLPj8/lgs9nYiJKYmJh5laqBARMmJwOXXZr+0+8g7devA/hTZAb7/zwePn/6WdTtLUd6ejry87ev+PusRqwxTrUmkwkmkwk+nw/ArJU4M8cZKKda/3UuZc3r4drq8Xig0WhgMpnIRo5DPB4P6urqMDExsWArmt1uZ42DTCYTO0ctFovZ2AnSUrt6vF4vNBoNJiYmgqJiE0rQNI2pqSlWcDLV+IiIiDlznEs5GPF6vairq4PRaAwKYbNZ8fl8qKurw/j4OLZt24aioqKgEJh6vR6XLl0iApMQTJCZTMLqycjIADBbfV0tkZGRmJiYWNCp1mq1Qq1Ww2azoaioCNu2bVvxw9Tj8cBut7MVu5iYmHnVUKfTE1CBmaD6FGm/fp0VlczK2f+naVS8+TqcZRUQbp8VmCvJmVxNNiUw36l2enqabavt7+9Hf3/gnGoX+j1zGf/hcDigUqkwMzODwsJCbN++nbxhc4DT6YRarYbZbEZBQQHy8/Pn/R5iYmKQl5eHvLw8uN1udiPPZMkBgEgkYttqgyl2IlRwu91Qq9WYmprCjh07sGPHDvL3sAyY6JPk5GTWUZlpqx0eHsbw8DDrFMocjPh30jD4H7jk5+ejoKCA/B44wF9gbt++HYWFhUEjMN966y2cPn2a3BeEkIeITMIcpFIpeDxeQERmVFQUaJqGx+OZU1U0mUzQaDTw+XwoKSlhhe1KcLvdsNvtbOUjNjZ2wVZIrday4u+xEKmXfgXg/kc7YTSNPbUfYlR+EMD95xfvRSDbpcPDwyASJUMkSkZ+fj7M5j851Q4ODmFwcGhFTrXzhWQ4IiMFnMZ/WCwWqFQquFwu7N+/f1XzxYSVY7PZoFKpYLPZsHfvXmRnZy/6NREREdi6dSu2bt3Ktiv6Vznb29uRkJDAOtXO3qdkM3Y/nE4nVCoVLBbLqmOhCLMwM/HMwYh/HqfBYAAACIXCOXOcXq8XKpUKU1NTKCgowI4dOzj+KTYn/pXkYBD6fX19eOSRR2AwGIjAJGwoSLssYQ4URUEqlaK4uBg3btxY1bWYiIKHH34YCQkJAIDR0VE0NzeDz+dDJpOtKnjd6XTC6XSCpmnw+XzExsYuKGrsdjc6Ow0r/j7zoCgckOeB98fW0/uuMSsPt6s/nvOxpba/rjb+Y6nQNOY41Vqts+67/k61qakixMREIiqK71eNXJ+K5HKZmJhAXV0dKIpCaWkpJJL5WaSEtcdisUCpVMLj8aC4uJg1FVsp/rETOp0ONtvsfRodHc1u5FNSUoLufuQau90OpVIJm82Gffv2ISsri+slbWh8Ph8mJibYajzjsB4TEwOv1wu3242ioiJs377yEQrCyvFvGQ+Gin5vby8OHz4Mg8GA3/3udzh16hQRmIRghLTLElYPj8dDWloa9Hr9gu2Py4GZoWKiRHp6etDV1YW4uDiUl5evuOWNoig4HA643W4As2IoOjr6npvLQFcxeT7vkgQmAIQ5HfM+Nvvvyvx3IFe2Mhin2uTkJOzeXQCKcmN62oTJSSNsNgtsthmMjY1CIpEgNjYNycmpQZulp9Vq0djYCD6fj4qKilXF4BBWDtOtQFEUysvLIRaLV31N/9iJoqIiNnZCp9NhYGAAAwMDEAgEkEgkkEqlSE0N3vt0vZiZmYFSqYTL5UJpaemqhT5hccLDwyGRSCCRSLBnzx5MT09jdHQUg4ODoCgKwGzlamZmhr1PicHV+nC3wFxOhvda0NPTg8rKSiIwCRsW8mQjzIHH40EqleLWrVsBE5l2ux3Nzc0YGRmBSCRCWVnZiuMj/CNKeDweIiMj7xvibrO5YDbPF3qrgRZEwJ0qRcS4ftHPdWUuXDVgxOW92mdXO4t5L5jWVv+KZFQUHxERd1ckZ1uYnU4neyKv0+kwNjaGsLAwpKSksPNxC80dccGdO3fQ1taG2NhYyOVyMrfHEXq9HvX19eDz+Th48CCSkpIC/j14PB4SEhKQkJCA/Px8OByOOffo6Oho0N6n68X09DRUKhV8Ph/Ky8uRmprK9ZI2HYzLucFgAEVRKCoqQlhYGPR6PUZHRzEyMjLnPpVIJPd9PyOsHK/XC7VaDZPJFBStyj09PTh8+DDGx8eJwCRsWEi7LGEeX/rSl/Db3/4Wdrt9VY6OMzMz+OijjxAbGwubzbZqu3yKomC1WlkH2ejo6EXX19trhMXiXNH3ux9pv/gB0v/th4t+3sA//QiTx8/e93MCLSiXLiSXh8fjwfj4OHQ6HQwGA7xeL4DZ/Li0tDSkpaVxIuxomkZnZyd6e3uRlJSE8vJy4kTKEcPDw2hpaUFUVBQUCgUn+W0ej2fOfBxznwqFQlZwBirnMFgxmUxQq9UAgPLycohEIo5XtDmx2+2ora2Fw+FAcXHxHP8Bt9vNGlv536dJSUls+3dCQgIRHgHA4/FArVZjcnIShYWFyM/P53Q9jMA0Go343e9+h5MnT5LfMyHYIREmhMDwla98Bd/97ncxNDS0KsMUs9mMTz75BADu6Sq5VLxeL2w2GyiKAo/HQ2xs7KKtcDMzTvT0GFf0/RaDMuhR+PRxxE2Z7vk5toJd6H6jBnTE4oLHX2guRXSulZBcKszcEWPIwuTHJSQksIJzPTZI/qHyqampKC0tJa1nHNHX14fbt28jPj4ecrk8KCoyPp8PJpOJvU+Z+Tgm5zAtLQ1CoXBDbfAMBgPq6+sRHh4OuVy+JpVkwuJYrVbU1tbC7XajpKQEaWlp9/xciqLmzHE6HLPdNzExMazgFIlEZN54BXg8HtZsKRhmYbu7u1FZWQmj0Yjf//73ePzxxzfU84ewYSEikxAYfvzjH+OFF16AWq2GTCZb0TUmJyeh0WjgdrshFArxwAMPrHg9Ho8HNpsNNE0jLCwMcXFxCzrIwukELl8GOjoAgQDDuXthLDyAFWdy3AO73YFbt24hemQAf/7bnyJOOzzvc6x7itH/vX+DNzllydcNC+PB52NalOl7CsnISH5QvSkxhiw6nQ46nQ52+2xUTExMDCs4VxpYfj88Hg/q6+thNBpJqDyH0DSNjo4O9PX1ITk5GTKZbMXt8GsJTdOYnp5mBSeTcxgZGckKzpSUlIWfLSHC2NgYGhsbERkZCYVCseErtsGKv+lVWVnZsszHaJqG2WxmBafZbAYAMm+8AvwF5s6dO7Ft2zZO19Pd3Y3Dhw9jYmKCCExCqEFEJiEwvP3223jiiSdQXV2NqqqqZX89Y74SHh7Ozk5VVFSsaC3+DrLh4eGIi4tbWEi88Qbwf/8vMDk558OOvB0Y+H9/CMeOnSv6/nczPW1Ge3s7KIpCYWEhxMIkJH7+vxD+f9fBt5jhEYlheqwK1mL5ksTtfCEZhqioiKATkkuFpmlYLBZWcFoss6ZLgd7I+2cvBoMF/WaFoii0trZieHgYEokEJSUlIVNJtlqtrOCc/ONzgzFtkUqlkEgkQSmW78XQ0BBaWloQGxsLhUKBmJgYrpe0KfGfhZXJZKs2vXI4HOx96p87nZKSwj5Tg6FrINjweDxQKpWYnp4Oitgef4H59ttv47HHHiPvWYRQgohMQmCora3FwYMH8ZOf/ATPP//8kr+Opmn09fWho6MDsbGxkMlkaG5uhtfrxSOPPLKsNVAUBZfLxTrTCgQCxMTELCwwf/lL4Mtfvue1vHHx6P6Py3DmrW7Qf3zciK6uLoSHh2PXrl1ITExY0teFSkVyLbDZbHMyDoE/beQZo4vlnshbrVaoVCrY7Xbs2bMHOTk5a7F0wiL4fD40NDRAr9cjMzMT+/fvD9lKstPphMFggE6ng9FoZNvyQ2Ujz8RFJSQkQC6XbzqTo2BhcnISarUaNE1DLpevKqJrIZi5eGaO0+PxAAASExPZtlqSGzs776pSqTA9PY3du3cjNzeX0/V0dXWhsrISExMTqK6uxokTJzb974gQchCRSQgMg4ODyMnJwT/8wz/gW9/61pK+hqIotLW1YXBwEMnJySgrK0NkZCQ0Gg0mJydx/PjxJX9/fwdZYLYKFhUVtfAG1mIBMjIAq/W+1zQrHkbfj3+z5DX4Q9Oz+Z79/f2Ijo7G7t27ERMzd8MZEcGflyG5WYTkUnG5XKwDKLORX64D6NTUFNRqNbxe76JzToS1w+PxQKPRwGQyIS8vDzt37tww97nX651jcOW/kWfav+Pj44Pi56VpGt3d3eju7oZQKER5eXlIVV83EhMTE1Cr1QgLC4NCoVjzWViKomAymdi2WmZMYbPnxrrdbiiVSpjN5qA4hOzq6sLhw4dhMpmIwCSEMkRkEgKD0+lETEwMvvjFL+JXv/rVop/v8XjQ0NCA8fFxZGRkYP/+/Ww7ZGtrKwYHB3Hy5MklvdlRFAWbzQav18vav99XePz858D/+T/3vSYNADwe2q/Wwp2Wuega5q5ntjqr1WqRnJyEsrL9iI+PIUJylazEqVav16OhoQFhYWGQyWTEMZMjnE4nVCoVLBYLioqKsG3btg17//tv5HU63RxDFuZgJDk5mZONPE3TaG9vx507d5CSkgKZTBYyrcobjfHxcdTV1YHP50MulyMxMXFdvz9N05iZmWG7RqanpwEAfD5/Tvv3Rp/j9BeYe/fuRXZ2NqfrYQTm5OQkqqurcfz48Q37rCRseFZ045J3JMI8IiIikJKSAr1+8RxIh8MBtVoNi8WC7du3o7CwcM5DlImScLlci7ab+Xw+WK3WZTnIoqVl0TXyAICmEd3buajI9K9IhocDnZ3t4PPNOHhwO0pKSkLaFCSYEAgEyMjIQEZGxjyn2tu3b+P27dtznGqnpqZw69YtREVFQS6XE0MTjrDZbFAqlbDb7di3bx+yshbOgd0ohIWFQSwWQywWY9euXey8sV6vR39/P/r7+xEREcG2f4vF4nURehRFoaWlBSMjI5BKpeTZxCFMLmxERARnZkv+ubE7duyAw+Fg27+Z7FgejweRSMS2f2+0mV2XywWlUgmLxRIUz6bOzk5UVlYSgUnY1BCRSZgHj8dDWloa9Ho9azKwENPT01Cr1XC73fd8qDNVSKfTeV+RebeDbGxs7NI2a8uoINB//Ny7W1v9/5v5WZ1OJzQaDWy2aRQWbt9Q7YDBBjOjKZFI5jnVMq2AwOzhx86dOznJXiTMRhKpVCrWMXOztSrzeDwkJiYiMTERBQUFsNvtrOAcHR3FyMgIwsPDIRaL2Xnjtchr9fl8aGxshE6nI67KHKPVatHQ0ICoqChUVFRwkhO8ENHR0cjOzkZ2djY8Hg+MRiPbVjsxMcHO7zJttUlJSSH9/uZyuVBbW4uZmZmgEZiHDx/G1NQULl++jGPHjoX0vy+BsFJIuyxhQY4ePYrW1lZotdoFNzBM6yKPx0NpaSlSU1MXvI5Op0NdXR1kMhmkUumCn+NyueBwOBZ3kF2IN98Ennnmvp9CA4BAAFfvHURuzVj0YT8zMwOVSgWHwxEUpgGbFf/NdHh4OHw+H4BZscmcxovFYlLBWQcmJiag0WgAADKZDCkpS4/m2Qy43W52Ez8+Ps7eqyKRiG2rDYQA8Xq9qKurg9FoRE5ODnbv3k02rxwxMjKCpqamkHLzpSgKk5OT7L1qs9kAzB4G+89xhtIz1el0QqlUYmZmBvv3719Vtncg8BeYNTU1OHr0KPkbJWwEyEwmIXB86Utfwm9/+1vY7fZ5p/F37txBW1sboqOjUV5ejoSEe7usTk1N4bPPPrvnfIR/RAmfz0dsbOzyTuWdTmDLFmBi4v6f9+STwP/8z6KXm5iYQF1dHSiKQnFx8aar1gQLXq8XjY2N0Ov17Jyv0+lkZ+MC5VRLWBydToeGhgYIBAKUl5evuaFJqOPz+WA0Gtkqp9vtBgC2cpSWlrYiB1CPxwO1Wo3JyUkS28MxTFxMfHw8FApFSLr5MnOcjOCcmpoCMPtMTU1NZZ+pwWwk5XQ6UVtbC6vVigMHDmDLli2crqejowOVlZVEYBI2ImQmkxA40tLSQFEUDAYDezLobzSRlJQEmUy26Jur/0ymPxRFweFwsBuwiIgIREdHL7/tKyoK+NWvgDNngD9WD+axZQvwve8teqnR0VE0NzdDIBBALpdDKBQuby2EgOB2u6FWqzE1NTXHuTQ2NhZ5eXnIy8ub41Sr1+uh1WrB4/HYVsWlONUSFofZTMfExEAul5NW5SUQHh7OVoWY9m/mXu3p6UFPT8+yHUBdLhdUKhXMZnNQhMpvZphD1oSEBCgUijVpiV4P/Oc48/Pz2RgfJh5Fp9OBx+MhOTmZPRwJlnZgYNYPora2FjabDcXFxcjMXJ6pX6Dp6OjA4cOHMT09zbnAtFgsuHDhAqqrqzE+Po6tW7fi/PnzePnll5d9EGuz2fDyyy/j9ddfxze+8Q1cvHhxbRZN2JAQkUlYEKaCNzY2hq1bt86pLEmlUhQXFy9pZpJ5A3Y6nezHlu0guxiPPw7cvAn87d8CbW1/+jiPB5w8Cbz22mzMyT2gaRq9vb3o7OxEXFwcysvLg+rNdDNht9uhUqlgtVrvu5mOjIxEVlYWsrKy5jnVjo+Po7W19b5OtYT74595S7IXVw5jtiISiVBUVMRWjnQ6HQYGBjAwMACBQMA6gKamps7bBNrtdiiVSthstqBwzNzM9Pb2oqOjA0lJSZDL5UFd5VsuUVFR7DPV6/XOmeM0mUy4ffs24uPj2cMRoVDImYhiBKbdbkdJSQky7vP+vh74C8wrV67gyJEjnArMiooKTE1N4dKlSyguLsbNmzdx/vx5KJVKXLt2bcnt0J9++in+4i/+AlNTU1hF1yNhE0NEJmFB0tPTAcy2yt25cwctLS0IDw9fdiZeeHg4BAIBW8mkKApWqxU+nw88Hg/R0dGBOQmurARaWwGNBujoAAQC4NAhYJENGUVRuHXrFoaGhiASiVBWVrahNg6hBGMs43a7l3UyvRynWhJWvjg0TeP27dvo7++HSCSCTCYjbcgB4O7KkcPhYAXn2NgYRkdH5+XGer1eKJVKOJ3OoNhMb1b880iTk5NRXl6+of8m+Hw+e0DnX43X6/Xo7e1Fb28vIiMjWcG5nrPx/gKzuLiY87+J27dvo7KyEmazGVeuXMHRo0c5Xc8//uM/or29HdevX8fBgwcBAGfPnsXFixfx0ksv4Re/+AWeffbZRa9z/fp1PPPMM/j+97+PoaEhvPLKK2u9dMIGhMxkEhaktrYWBw8exNe//nX8/Oc/R3JyMq5fv468vLxlX+ujjz4Cn8+HQqGAzWZbXkTJGnK/fE/C+mI0GlFXVwcAKCsrg1gsXvU1725VZEwuYmJi2PYvkUhEBKcfJBqDGzwez5xWRSY3lrk3d+/ezXmo/GaFpml0dHSgr6+P5JECc+Y4JycnAWBdXJWB2ap+bW0tHA4HSkpK2MNwrrhbYB45coTT9czMzCA1NRVCoZCNrWEwmUwQi8XIy8tDb2/votdqbm6GWCxGZmYmLl68iFdeeQUXLlwg7bKbFzKTSQgcGRkZyMnJwff+OMv46quvrkhgArOtjTabDVarlY0oiYuL43Tz6nA4oNFoYDabF8z3JKwfo6OjaGpqQkRERECDzBdqVWSiUe7cuYM7d+4Qp1o/vF4vGhoaYDAYSDTGOiMQCJCZmYnMzEz4fD4MDg7i9u3bbIvarVu3cOfOHfZe5bJVcTNB0zTa2towMDAAiUSC0tLSTf2MAID4+HjEx8dj+/bt7Gy8Xq9n22sBzJnjDNQct7/ALC0t5dyU7/bt2zh8+DAsFktQCExg9kDf6XRCJpPNez6IRCLk5+eju7sbPT09yM/Pv++19u/fv5ZLJWwSiMgkLMj169cxMDAAoVCId955B4cOHVrxtZh2WafTidjY2OU7yAYYi8UCtVoNh8NBZpw4pq+vD7dv30ZcXBzkcvmaxQDcHVbOZBzqdDoMDw9jeHh4UzvVut1uaDQaTE5OYtu2bSgqKiIihiNMJhM6OztZN18AbPt3X18f+vr62FbFtLS0kIucCBVomkZrayuGhoaQlpaGkpIScuhyF/6z8YyrMiM6Ozo60NHRgbi4OLatNjk5eUXPFZvNhtraWrhcLpSVld0zDm29aG9vR2VlZVAJTABo+6Mnxb32NNnZ2eju7kZbW9uiIpNACAREZBLmQFEUvvrVr+Jf/uVfwOfzsXfv3hULTIqi4HQ6ERERAYqioNFoIBQKkZ6ezpkZC9OWSdM0ysvLIZFI1n0NhLlzf0KhEOXl5es6CxsTE0Ocav+Iw+GASqXCzMwMcS7lGK1Wi8bGRkREREChUCA+Ph4AIBQKUVRUBKvVyt6rQ0NDGBoaYg9HpFJp0EdOhAoURaG5uRmjo6PIzMzE/v37icBchLtdlaempljByRyOMJ0jzBznUtqO7xaYXL9n+wvMd955B48++iin6/GHqSTfyxmfiZ8yGAzrtibC5oaITAKLw+HAM888g+rqapw4cQJDQ0OYnp4GTdPLPn2kKAp2ux0ejwdZWVkQiUQwmUxzzFgSExNZc4H4+Pg1r5wMDw+jpaUFERERJO+PQ3w+H5qbmzE2NrYsp+K1YjlOtVKpdEPFeFitVtZYJhiCzDczw8PDaG5uRmxsLORy+YKHcHFxcdi2bRu2bdvGRk7cfTiSkpLCVjmjo6M5+ElCG4qi0NDQAJ1Oh61bt2Lfvn2kqr9MmOiT5OTkOYcjer2e7RwJCwtDamoqeziy0EGe1WpFbW0t3G530AnMq1evorKyktP13I3D4QCAe3bhMAdQdrt93dZE2NwQkUkAAIyPj+PUqVPQaDR47rnn8MMf/hCPPfYYWltbly0y73aQjYqKglAoxJYtW1gzFp1OB61Wi66uLnR1dSEuLo4VnElJSQF9U6dpGj09Pejq6kJ8fDzKy8vXrC2TcH88Hg/q6uowMTGBrKws7NmzJ6gqBP5OtRRFse1fOp2OPRyJj49n79VQdqqdnp6GSqWC1+sNiha0zUx/fz/a29sRHx8PhUKxpMr53ZET/ocjRqMRbW1t636QF+r4fD7U19fDYDAgJycHu3fvJv9mAcD/cMTtdrOHI+Pj43Oqb0yVMz4+nj0Ac7vdkMlkSE1N5fRnaGtrQ2VlJaxWa1AKTADsoZLH41nwdSaXnOx/COsFEZkEAIBarUZDQwN+8IMf4MUXXwSPx0NaWho+/PBDeDyeJbvF+Xw+WK3WezrI+pux7Ny5E2azmRWcjDV6dHQ0uzFarfunv1tmSkoKysrKNtWsXTDhcDigVqthsVhQUFCA/Pz8oN7AhYWFQSKRQCKRYM+ePZiammLnOHt6etDT0xPQe3U98XfzVSgUEIlEHK9oc+J/ALaa7EU+n4/09HSkp6eDoii2a0Sn07EHeTExMWw1Pjk5OagOd4IBr9eLuro6GI1GMpe8hkRERGDLli3YsmULGznFVDk7OzvR2dmJ6OhouN1u0DSNsrKyoBOYhw8f5nQ994I5KJyamlrw9enpaQDgvCJM2DwQkUkAAJw6dQrd3d1zHGSZjCyDwbCkNjqPxwObzcY6yMbGxt63DZLH4yEpKQlJSUkoLCxk3T+1Wu0c909mEy8Wi5e1MfJ4PKivr4fRaCRzNRwzMzMDlUoFp9OJffv2ISsri+slLYu7279C2amWmfsTCAQBdfMlLA//ueRAHoCFhYVBLBZDLBZj165dsFgsbEttf38/+vv7ERERwZpcLXU2biPj8Xig0WhgMpmwY8cO7NixgwjMdYCZJ2YO8qanpzE0NITh4WHWWbmpqYmdOU5NTV33e/XWrVt49NFHg15gArNRRwAwMDCw4OuDg4NzPo9AWGs29zvLGmCxWHDhwgVUV1djfHwcW7duxfnz5/Hyyy8vawPhdrvxz//8z3jzzTcxMjICiUSCJ554AhcvXlyzmbC7I0oYi/CxsbFFRabL5YLD4QBN0wgPD0dcXNyyBR1jjZ6fnz/H/ZMxuODz+ewmfrE3G/+qWX5+PgoKCsimgSNMJhM0Gg0oitoQbZmh7FQ7ODiI1tbW+879EdYemqbR0tKC4eHhNc0j5fF4SExMRGJiIgoKCth7Va/XY3R0FCMjI+uWcRisuN1uqFQqTE9Po6ioCNu3b+d6SZsSHo+H8PBw6PV6hIWFYd++fawpG3OvhoWFISUlhb1X13rm+NatW6isrITNZgt6gQkAjzzyCCIjI1lzw7tzMnt6epCXl0ecZQnrBhGZAcRisaCiogJTU1O4dOkSiouLcfPmTZw/fx5KpRLXrl1b0kbC4/HgxIkTqK+vx5tvvonKykrU1dXhySefxEcffYQ//OEP67I5ZIKOdTrdfT/P4XDA5XKBpmnw+fyARJT4u386nU629WtsbAyjo6MIDw9Hamoq2/7lv4k3m81Qq9VwuVwhWTXbSOh0OjQ0NIDP50OhUCA5OZnrJQWcUHCq9W/LTExMRHl5+YZ2zA1mKIpCY2MjtFrtundY+N+rbrebbVP0n40TiUTsYd5GP4RwuVxQqVQwm83YvXs3cnNzuV7SpsVsNkNUYgoJAAAgAElEQVSpVMLn80Eul7Mt/My9ytyjjCEbMOuWytyrgZ45ZgSm3W7HtWvX8MgjjwTs2mtFfHw8/uqv/gqvv/46bty4gRMnTrCv/frXvwZN03jxxRfZj1ksFjz11FMQiUR44403grb7hhC6hF+8eHGlX7viL9yovPTSS3j33Xdx6dIlHD58GAKBAIWFhYiMjMTrr7/Ohjkvxg9/+EP84he/wA9+8AM8/fTTEAgEyM7ORk5ODn784x/D4/Gsi2329PQ03njjDRw6dAhlZWXzXmccZF0uF4DZWYuYmJiAb5j4fD6SkpKwZcsW5OTkICEhATRNY3x8HFqtFn19fZicnGTnQZlTPJlMhoyMjICuhbB0BgYG0NTUhOjoaFRUVGyKtkzmXs3MzERubi4SExMRFhYGo9EInU6H/v5+jI+Pw+12IzIycl3iJmiaRnt7O3p7e5GSkgK5XL7pqlXBAjP3p9frkZ2djX379nHWwh8eHo7ExERkZGQgLy8PQqEQ4eHhmJychF6vx507d6DT6eB0OiEQCBAZGbmhukGcTieUSiUsFgv27t2LnJwcrpe0aWEEJkVRcwQmQ3h4OBISEpCeno5t27ZBJBJBIBDAbDZDr9djcHAQIyMjsNvtCAsLQ3R09Kru1dbWVjz66KOw2+24evVqSAhMhoMHD+Lq1at4++23UVZWBrFYjHfffRcvvPACHnroIbz66qvsM+fatWv41re+hdbWVpw8eZItLNzNJ598gk8//RQPPfQQHnrooXX8aQhBxCsr+SIe0/e+Alb8hRuRmZkZpKamQigUYmxsbF6bglgsRl5eHnp7e+97HZqmsXXrVhgMBphMJjYnDZjdoEgkErjdbhiNxjWvRAwODiInJwdf/epX8e1vf3vOaxRFwWazwev1sg6y610Z8XdU1Ov18Hq9AGZnknJycpCbm0tc1DiApml0dXWhp6eHVM3+CEVRmJiYYNtqmYOZtXaqpSgKTU1NGBsbQ1paGoqLi8lpNUd4PB6o1WpMTk5i+/btKCwsDErRxjiAMxV5m80GYNa5knH/TElJCen5drvdDqVSCZvNhgMHDmDLli1cL2nTMj09DaVSCZqmIZfLl9XtQtM0KzT1ej3MZjOAWZdw/znO5YwrtLa2orKyEg6HA9euXcPDDz+87J+Ja8xm8z3HtvwPNrVaLQ4dOgSRSIRPP/10Xvvx/Z5Pq9AOhNBkRW9WRGQGiHfeeQdnzpzBmTNnUFNTM+/1goICdHd3o7u7+7798K2trdi3bx/27duH5ubmea8fO3YM77//Pt5//30cOXIkoD/D3TidTsTExOCLX/wifvWrX7Ef9/l8sNlsbERJTEwMpwHgNE2js7MTvb297JsJY+GdmJiI9PR0tp2GsLZQFIXW1lYMDw9DLBajtLQ0aOYRgwUmqJwRnP6beEZwBsL90+v1or6+HuPj48jKysLevXuDUtRsBvzbMkNp7o+maczMzLCCk3GnXM0mnmtsNhtqa2vhdDpRUlJyz+oNYe1ZjcBcCIfDwR46T0xMsHOJS82O3QgCk0BYI1a0eSAzmQGira0NAJCdnb3g69nZ2eju7kZbW9t9ReZSrsN83lqLzIiICKSkpMyZyfR6vbDZbKAoCmFhYYiJieF0g0FRFJqbmzE6OsqKGj6fD5PJxG7iGVv0uLg4VnCGcr5hsOIvaoib771ZD6dat9sNtVqNqampoK6abQYcDgeUSiWsViv27t17z2d7MOJvcpWfnw+HwzFvPt7fjIWrmeOlMjMzw2YvbgQTslBmamoKSqUSPB4PCoUCQqFw1deMjo5Gbm4ucnNz4fF45sxx+mfHRkZGwuPx4ODBg+x7VEtLCx599FE4HA68++67pC2UQAgARGQGCP9A4YVISkoCABgMhnW5TiBgsjL1ej1omobH44HdbmcdZGNjYzltvXO73aivr8fExAS2bt2KvXv3sm8YKSkpSElJwa5duzA9Pc1Go/jnGzKCMzk5mWzAV4nL5YJarcb09DQRNctgOU61TKviYoc6/qJm165d81yjCesHEyjvdDpRXFyMzMxMrpe0KqKjo5GTk4OcnBx4PB4YDIY5Ziytra0QCoWs4Aym7hGLxQKlUgmv1wuZTMZ59uJmZnJyEiqVihWYzL4mkAgEAmRkZCAjI2NOdqxer8dbb72Fn//85xCLxXjkkUcgl8vxzW9+E06nkwhMAiGAEJEZIBwOBwDccwPItJPa7fZ1uU4g4PF4kEqlaG1thdPpDLiD7Gqw2+1QqVSwWq0oKChAfn7+gqKGx+NBKBRCKBTOyeJkTFj6+/sRGRnJtimG+qwRF9hsNqhUKthsNuLQuEoWcqpl/sc41TJVo7S0tHlVI/88UjJrxi1msxkqlQoej2dDVs0EAgEyMzORmZkJn8/Hdo/o9Xp0dHSgo6MDcXFxbEVeKBRydvDEtGVSFIXy8nKkpKRwsg7C+gjMu7k7OzYlJQWRkZG4efMm3nrrLbz11lsAgIcffphtC1+PdREIGx0iMgME0+fPzALejdvtBoBFjWgCdZ1AIZVK8eGHH8JqtYLP50MgEKyJg+xymJ6ehlqthtvtxv79+xfN8GS4u2pks9lYwTk4OIjBwUF21ig9PZ2ElC+BqakpqNVqeL1elJaWkvmmABIZGYmsrCxkZWXNM7kyGo24desWWzVKS0tjjWV8Ph9kMhkkEgnXP8KmZXJyEmq1mnXL3OiihomUSk1NxZ49e9juEb1ej76+PvT19SEyMpIVnCkpKevWBXO3qNmIMUqhgslkgkqlQnh4OBQKBSeO4zweD/v378f+/fvR3NyMqqoq0DQNqVSK2tpafPzxx+Dz+XjwwQdx6tQpnDp1KqRa3AmEYILsoAMEc0o9NTW14OuMYcJiG79AXSdQTE9Pg6ZpXLhwAefPn0dZWRmnAlOv16OhoQE8Hg9yuRxisXjF14qNjcW2bduwbds2OJ1OVnDencWZnp4OiUQSUuYW64HBYEB9fT37u9joG2ku4fP5SE9PR3p6+jynWqZqBMye2O/Zs4e0AnKI0WiERqNBWFgYKioqAjJrFkr4d48UFRXBarWyc5xDQ0MYGhqa0wIukUjWzDhuYmICarUa4eHhkMvlpDrFIf6/i4qKCiQkJHC6nubmZhw5coRtkX3wwQcxMzODDz74AO+88w6uX7+O//3f/8ULL7yAv/7rv8Yvf/lLTtdLIIQiRGQGiN27dwOYzQZciMHBwTmft9bXCRSZmZmIiorCz372M/zsZz9Dbm4uTp8+jXPnzkEmk61rpW9gYAC3bt1CdHQ0ysvLA/omFRUVxc4aMSHlOp0OBoMBOp0OPB4PYrEY6enpkEqlmz5ncHh4GC0tLYiMjIRcLud8w7CZCAsLm1M16unpQVdXF3g8HiiKQktLC7q7uwPqVEtYGjqdDg0NDRAIBFAoFOTvAkBcXNycwzzmmXp3C/hS3D+Xw/j4ODQaDfldBAGMwOTz+UHxu2hqasLRo0fhdDpx/fp1PPDAAwBmI6XOnTuHc+fOwev1ora2FlevXsWBAwc4XS+BEKqQCJMAMTMzA7FYjOTk5HvmZObm5qKvr+++16FpGlu2bMH4+DjnOZkMzMa1uroaV65cYasm6enpOH36NKqqqvDggw+uWaWPpml0dHSgr68PiYmJkMlkAduILAbTpqjVamEwGNgsTpFIhLS0NKSnp6/bWoIBmqbR29uLzs5OxMfHQy6Xb6qfP9hgDl5iY2Mhl8vh8/nYCieTGcc41TJxEyQnc20YGRlBc3MzoqOjoVAoEBsby/WSghr/FnCDwTAndoo5IImPj1/RHCcj9iMiIlBRUYG4uLhAL5+wRJjKfjAJzCNHjsDtduPdd99lBSaBQLgvJCeTa5577jm8/vrruH79Ok6cOMF+/Pvf/z5eeukl/OQnP8Hzzz8PYNbp7qmnnoJIJMIbb7wxZ+P3r//6r/j7v/97vPbaa3j22WfZj1dXV+PP/uzP8Hd/93f43ve+t34/mB9MJuXly5dx5coVNDY2Aph1cz158iTOnj2LRx99FJGRkQExefD5fGhubsbY2BhSU1NRUlLCWduqz+fDxMQEtFot9Ho9Ox+blJTECs6NvJmhaRq3bt3C4OAgRCIRysrKOM1H3czQNM3m7iYlJaG8vHxedd3fqdZkMgH40+wc4/5JWsADw507d9DW1kYOXlaIv/unTqdjDfBiYmLYe3WpFfmxsTE0NjYSsR8E+FeTKyoqOHcb9heY169fx6FDhzhdD4EQQhCRyTVmsxkKhQJmsxmXLl1CcXExbt68ifPnz0OhUOD69etse+nbb7+NJ554AgBQX1+PkpIS9joejwdHjhxBU1MT3nzzTVRWVqKurg5PPvkkJBIJPv/886AQMzRNY2BgADU1NaipqWFDlRMTE3H8+HFUVVXh+PHjiI2NXZHgdLvd0Gg0mJycRFZWFvbs2RM0bX/MpojZxDudTgCz7TaM4ExISNgwMR4+nw+NjY3Q6XRIS0tDcXExqYhxhL/YT0lJQVlZ2aJi0d+pdnx8HBRFLepUS1gc/8p+UlIS5HI5OXhZJTRNw2KxsC21/hV5iUTCZscuNKoxPDyM5uZmxMbGoqKigoh9DmEEZrBUkxsbG3H06FEiMAmElUFEZjBgNptx4cIFVFdXY3x8HFu3bsX58+fx8ssvz9l8aLVaHDp0CCKRCJ9++um8N0OXy4Vvf/vbePPNNzE6OgqJRIInnngCFy9e5Pw0cCFomoZOp8OVK1dQU1ODTz75BF6vFzExMThy5AjOnj2LkydPIikpaUnCy2azQa1Ww2q1orCwENu3bw9awUbTNKampljBabPZAPzpFD49PZ1T+/7V4i/2c3JysHv37pD9WUIdn8+HpqYmaLVapKen48CBA8sW+3c71TIt4P5OtVxvCEMB/zZ+kUgEmUxGKsNrAFOR1+v1MJlMbE6zWCxGWloaJBIJIiMj2dbx+Ph4KBQKcmjCIQaDAXV1dURgEggbByIyCcEBTdMwmUy4evUqampq8OGHH8LlciEiIgIPP/wwqqqqcPr0aaSmpi4oVj7++GMYDAbExsZi//79IRVgTtM0ZmZmoNVqodPpYLFYACBkszjtdjvUajVmZmZQVFSEbdu2EYHJER6PB/X19TAajcjOzsaePXtW/bu426nW5XIB+FNFPi0tDYmJieR3fhc0TaO1tRVDQ0OQSCQoLS0llf11gDFlYyryPp8PwOyBnt1uR3x8PCoqKja9MRuX6PV61NfXIzIyEhUVFZy3Kzc2NuLIkSPwer24fv06Dh48yOl6CIQQhYhMQvDBtD699957uHz5Mm7evAmr1Yrw8HAcOnQIZ86cwdmzZ7FlyxbweDz8+te/xpe//GXs27cP169fD/lYDCaLU6vVsrE0AoGAdVIMZiMWi8UClUoFl8uF/fv3Y8uWLVwvadPicrmgVqsxPT2NHTt2YMeOHQEXfveqyEdHRxOnWj8oikJTUxPGxsaQkZGBAwcObPp/Ey7w+XwwGo3o6upiW2oBICEhgX2+kgOS9UWn06G+vh5RUVFBITAbGhpw9OhRIjAJhNVDRCYhuKFpGg6HA++//z5qamrw7rvvssJLJpMhOzsbv//97yEWi3H9+nUUFxdzvOLA4nA45hixMG1fzJxRMGVxTkxMQKPRgKZplJWVkdxFDrHb7VCpVLBardi9ezdyc3PX/HsyFfmFnGqZ+zWYD0jWCp/Ph/r6ehgMhoBVkwkrg6ZpdHV1oaenByKRCNu3b2er8swBSVRUFGscFEodJKEIIzCjo6NRUVGBmJgYTtdTX1+PY8eOwev14r333kNFRQWn6yEQQhwiMgmhhcvlwscff4zLly/jv/7rv2C325GZmQmJRILHH38cVVVVG3b+jzFi0el0MBqNoCgKYWFh7JwRl1mcY2NjaGpqgkAgQHl5OQkw5xD/avKBAwc4ax33n4ubmJgAsPmcaj0eDzQaDUwmE7Zt24aioqIN+WwKBWiaxu3bt9Hf3w+xWIyysjLWCIg5IGGer9PT0wAAPp8/J8pno9+v64lWq0VDQwMRmATCxoWITELo4XA4cP78ebz99ttQKBTYs2cP3nvvPQwPDwMAduzYgdOnT+PcuXMoKSnZkCfRHo9nThYnM2fk7/y5Xi6J/f39aG9vZ3MXuW532sxMTk5CrVaDoqigqia7XC4YDAbodLoFnWqlUumGc/V0uVxQqVQwm80oLCxEfn4+10vatPi7K0ulUpSUlNy3ou5wOFjBOTExAZqmERYWNud+JSZBK4eJjImJiQkKR9/6+nocPXoUPp8PN27cgEKh4HQ9BMIGgYhMQmgxMTGBU6dOQaVS4bnnnsOPfvQjhIeHg6Io1NfXs1mcPT09AICsrCycPn0aVVVVqKioWNDCPtRh5oyYLE4moHytnT/9nTLvlbtIWD8MBgPq6+sRFhaG8vJyJCcnc72kBdkMTrUOhwNKpRJWqxV79uxBTk4O10vatNA0jebmZoyMjCA9PR3FxcXLOnj0eDwwGAzQ6/UwGAzz7lepVBqU7u3BSrAJzLq6Ohw7dgwUReG9994jApNACBxEZBJCh76+Phw/fhx9fX343ve+h7/9279dsPWMoii0t7ejuroaV65cwa1btwAAEokEp0+fxtmzZ/Hwww9vSEHEZHEyTrWM82dCQgK7gQ9EFidFUWhubmajckpKSjakgA8VRkdH0dTUhMjISCgUipDZ9G5Ep1qbzQalUgmHw0HMrzjG33Bpy5Yt2Ldv36o6W3w+H5t1rNfr2azjuLg41jgolKOn1prR0VE0NjYiLi4OCoWCCEwCYWNDRCYhdLh8+TKefvpp/OY3v8ETTzyxpK+haRo9PT2oqanBlStXoNFoAADJycl47LHHUFVVhSNHjiA6OnrDbQz8nT+1Wi3sdjsAIDY2lt3Ar2RD5B+LsXXrVuzdu3dDtiSHCky7crBs3FbK/ZxqmQ28SCQK6nvNYrFAqVTC4/GgpKQEaWlpXC9p0+Lz+dDQ0AC9Xr8mhks0TWN6epoVnDMzMwBmo6eY+zUlJWXTGV3di5GRETQ1NSEuLg4VFRWctxv7C8wbN25ALpdzuh4CYQNCRCYhtNDr9ZBKpSv6WpqmMTIygpqaGtTU1OAPf/gDKIpCXFwcjh8/jrNnz+LEiRMBqfQFG0wsDCM4mQ0R46S41A280+mEWq2G2Wxes1gMwtLwd8oUCoUoLy9HREQE18sKCKHoVDs1NQWVSgWKoiCTySAWi7le0qbF5/Ohrq4O4+PjyM3Nxa5du9b8OWW1Wtk5zsnJSQBgncClUikkEsmG+ftcLsPDw2hubkZ8fDwUCgXnAlOj0eDYsWOgaZoITAJh7SAik7A5oWka4+PjuHLlCmpqavDRRx/B4/EgKioKlZWVqKqqwsmTJyESiTakiLJarazgZJwUIyIi2BN4sVg8bwM/MzMDtVoNu92OvXv3Ijs7m4OVE4DZ+7e1tRVDQ0PznDI3Ina7nd3A+0f5ME61XG/gjUYjNBpN0M/Dbga8Xi80Gg0mJiawfft2FBYWrvsz3Ol0skZXjBM4j8eDSCRad2M2rhkaGkJLSwsSEhKgUCg4H1PxF5g3b95EeXk5p+shEDYwRGQSCEyb3rvvvovLly/jgw8+gMPhAJ/Px0MPPYSzZ8/izJkzSEtL25CC0z+Lk4ma4PP5c7I4LRYLNBoNvF4vaQPkGJ/Ph8bGRuh0OmRkZODAgQNB3UIaaNxuNys4g8GpVq/Xo76+HgKBAAqFAgkJCev2vQlz8Xg8UKvVmJycREFBAXbs2MH1kuYYXRkMBtaYLTExkRWc8fHxG/K9ZXBwEK2trUEjMNVqNY4fPw4AuHHjBhGYBMLaQkQmgeAPTdOwWq24ceMGampq8N5778FisYDH46GiogJnzpxBVVUVsrOzN+SmwD+Lc3x8HDRNg8fjsZWj0tJSSCQSrpe5afF4PKirq8PExARycnI2bCbsUrnXBn69nGoZw6WoqCgoFIqQd8UNZdxuN5RKJcxmM3bu3Ilt27ZxvaR5MMZszDPW4XAAAGJiYtgDkuTk5A1xaDQwMIBbt24hMTERCoWC81Zhf4F58+ZNyGQyTtdDIGwCiMgkEO4FTdNwuVz48MMPUVNTg2vXrrGVvuLiYpw5cwbnzp1DQUHBhtzoezwetLe3s/mjAOZUjNLS0jifrdlM+OcuFhQUID8/f0PedyvlXk61cXFx7P2alJQUsH8zZhMd6oZLGwGXywWlUgmLxRIykTH+c/J6vX7BuWOxWBySbfB37txBW1sbEZgEwuaGiEwCYam43W589tlnqK6uxtWrV6HVagEARUVFOHv2LKqqqlZtkR8s0DSN7u5udHd3IyEhAWVlZXM2REzFKDk5md3Ax8bGcrzqjYvNZoNKpYLNZguZTTSXrLVTbW9vLzo6OpCYmAi5XM55G+Bmxj+TdN++fcjKyuJ6SSvCbrezz1f/uWOxWMyOLYTCfcYIzKSkJMjlcs4FpkqlwvHjxxEWFoYbN24QgUkgrB9EZBIIK8Hr9UKtVuPy5cu4cuUKBgYGAAB5eXk4ffo0zp07B5lMFlTul0uFoijcunULQ0NDSElJQVlZGQQCwZzXF6oYbYYZIy7wj8UoLi5Geno610sKKRinWqZFkTG6EggErOBcqlMtTdPo7OxEb28vRCIRZDLZnL8Nwvpit9tRW1sLh8OBAwcOIDMzk+slBQRm7liv12N8fBw+nw8AIBKJ2Hs2GA/1mDgloVAIuVzO+d+Gv8C8efMmysrKOFuLxWLBhQsXUF1djfHxcWzduhXnz5/Hyy+/vOR/p08++QS/+c1v8Nlnn2F0dBQREREoLCzE008/jWeffTYkq96EDQ0RmQTCaqEoCs3Nzbh8+TJqamrQ2dkJAMjIyMDp06dRVVWFBx54gPM33KXg9XrR0NAAg8GwJFMZmqYxOTnJCk7/LM709PSAtyhuNkwmEzQaDYnFCCD+RlfLcaqlaRq3bt3C4OAgUlNTUVpaSjZ1HGK1WqFUKuF0OlFSUrJhD198Ph+MRiNb5XS73QCAhIQEVnAmJiZy/ozt6+vD7du3g0ZgKpVKnDhxImgEZkVFBaampnDp0iUUFxfj5s2bOH/+PA4dOoRr164tesj15ptv4plnnsGBAwfwox/9CPv27cP4+Di+853v4N/+7d/w6KOP4r333iPPJEIwQUQmgRBIaJpGR0cHW+FsamoCAKSkpODUqVM4e/YsKisrERkZyfmm4G5cLhc0Gg2mpqaQl5eHnTt3LmuNNE3DbDazG3j/LE5GcG7USJi1gHEt5fP5KC8vh1Ao5HpJG46lOtUyB0mjo6NIT09HcXHxhmiLD1X8q/tlZWWbxoyMOdRj7lmmDZzJO5ZKpUhJSVn3e5NpH09OTkZ5eXlQCMzjx48jPDycc4EJAH/zN3+Dn/70p7h+/TpOnDjBfvz73/8+XnrpJbz22mt49tln73uNf//3f8dzzz2H/v7+eRX7Q4cO4fPPP8d//Md/4C//8i/X5GcgEFYAEZkEwlpB0zTu3LmDmpoa1NTUQKVSgaZpJCYm4sSJE6iqqsKxY8cQGxvLufDyn/nbtWsX8vLyVn3NmZkZVnD6Z3EyLbUpKSkh2U68HgwPD6OlpYW4lq4j94ua8Pl8sFqtyMrKwt69ezn/e93MmM1mKJVK+Hy+TV3dv1cbOJ/Ph1QqhVQqRWpq6poLvp6eHnR2dgadwOTz+bh58yZKS0s5Xc/MzAxSU1MhFAoxNjY259lhMpkgFouRl5eH3t7e+17nnXfeQXV1Nf7zP/9z3mvf+c538NWvfhVf+MIX8N///d8B/xkIhBVCRCaBsB7QNA2tVosrV66gpqYGn376KbxeL2JiYnD06FGcPXsWjz/+OCetpdPT01Cr1fB4PDhw4AAyMjIC/j0YUwumRRH402aImYkjbT6zMG1n8fHxkMvlxLWUA5i547GxMYyOjoKiKACkDZxrpqam2MO68vJyiEQirpcUNDgcDnaO02g0gqZphIWFzanKB9oNvLu7G11dXRCJRCgvL+f8GV5bW4sTJ04EjcAEZsXhmTNncObMGdTU1Mx7vaCggDXZy8/PX9H3eO211/D888/jySefxP/8z/+sdskEQqBY0Rsk2QkSCMuEx+MhIyMDzz33HJ599llMTEzg6tWrbBZnTU0NIiIi8Mgjj6CqqgqnT5+GWCxe803s+Pg46urqwOPxUF5evmZVgZiYGOTl5SEvLw9Op5M9fWc28WFhYUhNTUV6evo9Z+I2OkyrdV9fH4RCIcrLyzflv0MwEBYWhqSkJHR2doKiKGRlZUEgEECv16O3txe9vb1si+JqnWoJS8NkMkGtVoPH40GhUJD28buIjo5GTk4OcnJy4PF4YDAYoNfrYTAYMD4+jtbWVjY/ViqVIj4+flXfr6urC93d3UhJSYFMJuNcYH7++ed47LHHwOfz8f7776OkpITT9TC0tbUBALKzsxd8PTs7G93d3Whra1uxyOzp6QEAPPDAAyv6egIhmCCVTAIhQDBzjO+99x4uX76MmzdvwmazITw8HA888ADOnDmDs2fPIjMzM+CCc2RkBM3NzYiIiIBcLkdiYmJAr78UPB7PnJk4n8/HzsSlp6evyel7MEJRFFpbWzE8PAyJRIKSkhLON22bGafTCaVSiZmZGezevRu5ubnsawu1gfs71YZqtmEwYzQaodFoEB4eDoVCwcmzKlTx+XwwmUyscZDT6QQwmx/L3LNCoXDJ7y80TaOrqws9PT0Qi8UoKyvj/H4PVoEJAM8//zxee+01vPLKK/jGN74x7/Unn3wSb7311pLmMhfC4/GwAra3txcxMTGrXTKBEChIJZNA4BIej4ekpCQ89dRT+MIXvgC73Y73338fNTU1uH79Oj7++GO8+OKLkMlkOHPmDKqqqrBt27ZVCU6aptHX14eOjg7ExcVBLpdz9sYkEAiwZcsWbNmyZc5MHEnPlPQAACAASURBVNPy1draiuTkZLZFcSO+gfp8PjQ0NECv1yMzMxP79+8nVTEOsdlsUCqVsNvt2L9/P7Zu3Trn9fj4eMTHxyM/P3+OU+3o6ChGRkaW5FRLWDoGgwF1dXUQCASoqKhYdQVus8Hcj6mpqdizZw+mp6fZZ2xfXx/6+voQGRnJCs77zcr7R/iIxeKgiOn6/PPPceLECQgEAnzwwQcoLi7mdD1343A4AOCes6rM84FxZl8u3/3ud6HT6XDz5s0N+f5I2HwQkUkgrAE8Hg+xsbGoqqpCVVUVXC4XPvroI9TU1OCdd97BV77yFXzlK1/B3r17cfbsWVRVVWHXrl3LdoBtb2/HnTt3kJycDJlMFjSbYD6fj/T0dKSnp7MzcVqtFnq9Hu3t7Whvb2ezONPT0zfEZtPj8UCj0cBkMq3I0ZcQWCwWC1QqFdxuN0pLSxeNxYiOjkZubi5yc3PnOdXqdDrweDyIRCK2rZbM1y4PrVaLhoYGYoAVIHg8HoRCIYRCIYqKimC1Wtl7dmhoCENDQwgPD4dEIoFUKp1zSOLfzp+amoqysjLOBeYf/vAHPPbYY4iIiMD7778fdAITAPs3zxiJ3Q0TSbMSgfjJJ5/gn/7pn/Dqq6/iyJEjK18kgRBEkHZZAmGd8Xg8qK2tRXV1Nd555x2MjIwAmDUNOH36NM6dO7dorILX60VzczO0Wi2kUilKSko43yQsBca2X6vVQqfTsSfDcXFxrOAMhpy45eJ0OqFSqWCxWFBYWIjt27eH3M+wkZiamoJarYbP50NZWRlSU1NXfK17OdUmJSWxgnMjHJKsJaOjo2hqakJMTAwUCgWp0qwxTqcTBoMBOp0ORqORjfMRiUSQSqWYmZnB0NAQJBIJSktLOX/vCAWBCQDf/OY38fWvfx0vvvgiXn311XmvHzt2DO+//z7efvttnDt3bsnXbW1txUMPPYQXXngBFy9eDOCKCYSAQdxlCYRQg6Io1NXVsVmcjPV5dnY2Tp8+jaqqKigUijlzMkajEceOHcORI0fw5JNPYs+ePSEpaJgZVkZwWq1WALOnxYzgTE5ODvqfzb8lc9++fcjKyuJ6SZuaiYkJaDQa1gArOTk5YNemKIqdidPpdHNm4hjBSZxq5zI0NISWlhbExcVBoVCQCvA6c/fogtfrBTDbbZKbm4uMjAzEx8dzds9+9tlnePzxx4NeYAJ/cpc9ffo0rvz/7N17XFR1/sfx1wByv98ZQQRviHdFEMgyrdZLCTPkblnRxW5q7batbduv3bLats3dHu4l3bZat7badSsYSBFQMDMFBe94Q0VRcbiDMNyHmfP7w8echRSvwAzD9/nnDJz5HjngeZ/v9/v5pKVd9v7NVJc9dOgQs2fP5rnnnhMBU7BkImQKwkBmNBopKioiJSWFtLQ0uZJdYGAgCQkJqFQqhg0bxoIFCzhz5gwrVqxg1apVVnNDq9Pp5MDZ0NAAIO8vUiqVZmlMfi0NDQ3k5+ej1+uZNm3aNZdkCn2r656/vi6AJUmSvCeu60MSUan2f06fPk1RURHu7u7ExcXh4OBg7iENWpIkUVRUxJkzZ3B2dsZoNMoPSZydneVKtd7e3v12zZoCpoODA9nZ2UydOrVfPvdm6XQ6/Pz88Pb27rFPZnh4OKdOnbqu4x06dIg5c+awbNky3njjDfn18+fPk5WVxVNPPdXr5yAIN0mETEGwFpIkceLECXmGs6CgALhUqKS5uZnly5fz7rvv4ujoaDUhsytTL06tVktdXR1geb04TTNmADExMfj6+pp1PIPdhQsX2Lt3r9n2/IlKtd2ZesR6enoSGxtrMfvFB6OuATMoKIioqCgUCgWNjY3yDKfpwZ69vT0BAQF9fs1u376dBQsW4OjoOCACpsny5ctZu3YtGRkZzJ8/X379vffeY8WKFfz1r3/lueeeAy7tC1+8eDE+Pj6sW7eu27LkoqIiZs+ezdKlS3nzzTe7fca2bdt47LHHKC0t7ZdzEoTrIEKmIFgjSZJISUkhOTmZjo4OQkJCKC0txc3NjXnz5qFSqZg/f75Zlzz1JVMvTq1WS01NDZIkdav6GRgY2GO1v75SXl7Onj17GDJkCDNmzMDT07NfP1/orrS0lIMHD+Li4mIRe/66Vqqtra2Vr1k/Pz/5mrXW0GV6QHb8+HG8vb2ZMWNGv/9+Cv8jSRKHDh2itLQUpVLZ435/04O9ioqKK16zAQEBvTYT/d1333Hvvffi6OjI5s2bmTJlSq8ctz80NDQQFxdHQ0MD69evZ9q0aWRlZZGcnExcXBwZGRlyMP/6669ZtGgRAIWFhXI7lsOHD3PnnXfS3t7eLaiaVFVVcfr0aREyBUsiQqYgWKPU1FQWL16Mu7s7GzduZNiwYaSlpaHRaPj222/R6/U4Ojpy9913o1arue+++wbEXsab0dHRQWVlJVqtlqqqKrmghelGKCgoqM+X5Jn2mDk7OxMbGyuqZJqZacbMw8OD2NhYi1uS2bVSbXV1tdw/1hor1XZti+Hr60tMTMygmr21NJIkcfDgQc6ePcvQoUOZOnXqdS2FNf2d7drzGJALBwUFBeHi4nJTYxrIAdOkoaGB119/nZSUFKqqqhg2bBjJycm8/PLL3R4eabVaZs6ciY+PD9999538e75y5cpuy2OvJDQ0VIRMwZKIkCkI1mbNmjU8//zzhIeHk5WVxciRI+X3JEmivr6eDRs2kJqaypYtW2htbcXOzo5Zs2ahVqtJTEwkMDDQKgNnTwUtut689+aMVteepO7u7sTGxuLo6NhrxxduTNdG8gNlxqyzs5Pq6mr5mrWmSrVdWypZSluMwUySJA4cOMC5c+duqWevwWDods2a2nS4u7vLgfN6K4Jv27aN++67D0dHR7Zs2cLkyZNveDyCIJiFCJmCYE3+/ve/8+yzzxIVFUVGRsZV2zBIkoROpyMrK4vU1FQyMzNpbGzExsaG+Ph4EhMTUalUDB8+3CoDp8FgoKamRl6iaLoR6q2bd0mSOHLkCCUlJfj4+BATE2Pxgcaadd1j5ufnR3R09ICbMbOmSrVdZ8yCgoKYNm2aCJhmJEkS+/fv5/z58wQHBzN16tReuY5MLahMM/PNzc3A/4pdBQYG9ligbdu2bdx77704OTmJgCkIA48ImULfaGxs7HFpyI3caHd0dPDOO+/w+eefc/78eQICAli0aBErV64USw6voKamhtdee41Vq1bd0L+PJEm0tbWxZcsWNBoNGzZsoLa2FoCoqCgSExNJSkpizJgxA+IG9kYZjUbq6urkwkGmm3c3Nzf55v1GenEajUYOHDjA+fPnB1RPUmtlNBrZv38/ZWVlVhNorlWp9mo37+bW9edxI0syhb4hSRL79u2jrKyMkJAQpkyZ0id/500PNk2B01Tsymg0sm7dOu69914WLVqEt7e3CJiCMPCJkCn0vsbGRuLj46mvr79sk/vMmTPZsGHDdd3g6fV65s2bR2FhIZ9//jl33XUXBQUFPPDAAwQFBfH999/f9B4P4eo6Ojr47rvvSElJ4ZtvvqG8vByAcePGoVKpUKvVTJo0ySpvDLvevGu1WvnJu6lkf1BQ0FX3r3Z2drJnzx4qKysJCQlh8uTJVvnvNFAYDAb27NlDRUWFVf88eqpUa6r6aQnVleFSoNi7dy9arZZhw4YxefJkq3xwNVB0Dfz9/fNobW2loqKC3Nxcli5dSmdnJ3Z2dkyaNIlz585hMBjYunUrkyZN6pfxCILQq0TIFHrf888/z/vvv99jue41a9awbNmyax6np69PSUnh/vvv56WXXmLVqlV9cg7C/3R2drJr1y65F6epsMDIkSNJSEggKSmJmJgYq7xxNz15N928d+3FaQqcXWeLOjo62L17N3V1dYwcOZLIyEhxA21GnZ2d7N69m5qaGsLDwxk/fvyg+HlYaqXaroF/+PDhTJw4cVD8PCyV0Whk3759XLhwgdDQUCZNmmS2n0dNTQ3//e9/+e9//0thYSFtbW0oFApiYmJITEwkISGBiIgIs4xNEISbIkKm0Lt0Oh3+/v54eXn12Hh4xIgRnDx58qrHkSSJYcOGUVlZSW1tbbe9cZ2dnQQEBNDR0UF1dbUopNKPTDclpl6cx44dAyA4OJiEhATUajUzZ8602r2Hzc3N8gxnfX098L++hj4+PpSUlKDT6YiMjGTUqFFmHu3g1tHRwa5du6ivr2fMmDFWu9T7Wq5U9dMclWo7OzspKCigurqaESNGMG7cuEH587AUXWeULSXwb926lYULF+Li4sLKlSs5dOgQ33zzDVqtFoAxY8bIgdNaH2wKghURIVPoXenp6SQmJpKYmIhGo7ns/YiICIqLiykuLmb06NE9HufgwYNMnjyZyZMns3///svenzt3LtnZ2WRnZ3PPPff06jkI18dU2MYUOE0/Jz8/PxYuXIhKpWLOnDlW+xDAtNTL1IvTxNPTkxEjRhAQEGC1YdvStbW1kZ+fT2NjI+PHj2fEiBHmHpJFMFelWr1ez+7du6mtrWX06NFERESYPdAMZkajkT179lBeXm5xAdPZ2ZmcnBwmTpzYbazp6emkpaVx9OhRPD09qaqqEn9fBcGy3dQfFfNv6hAsVlFREQDDhw+/4vvDhw+nuLiYoqKiq4bM6zmO6etEyDQPhULB+PHjGT9+PL/5zW8oKSlBo9Gg0WhYt24d//jHP/D09GT+/Pmo1Wrmzp2Ls7Oz2W9meouTkxNhYWF4eXmRn5+PXq/Hw8ODxsZG9u7di42NTbfliZbWi9FatbS0kJeXR3NzM5MnTyY0NNTcQ7IYdnZ2cpj8YaXaY8eOcezYMblSbWBgIF5eXrf8+6rX68nPz6e+vp6xY8de9e++0PeMRiOFhYVUVFQQFhbGhAkTzP43OTc3l4ULF+Lq6sqWLVvkgAlgY2NDdHQ00dHRvP3225w8eZLi4mIRMAXBSomQKfSooqICAC8vryu+7+npCUBlZWW/HEfoHwqFgpEjR/LSSy+xYsUKLly4QFpaGhqNhv/+97/8+9//xsXFhR/96EeoVCruvffeG6rWaqmqq6spKCgAID4+Hh8fH/R6fbdenKZr1NfXt1+XJw5GOp2OvLw82tvbmT59Okql0txDslimhyB+fn5MmDChW6XakydPcvLkSRwdHeW+hjdTqba9vZ38/HwaGhrEjLIF6Lon1lL2KF8tYF7JqFGjxFYEQbBiImQKPWptbQXo8SmjqdhES0tLvxxH6H8KhYLg4GCee+45li9fTk1NDenp6Wg0GjIyMkhNTcXBwYHZs2ejVqtZuHAhfn5+Zr/ZuVFarZa9e/cyZMgQYmNj8fDwAC5ds0OHDmXo0KGXNSWvqamhqKgIT09PlEolQUFBohVPL7l48SL5+fkYDAZmzJhx1R6xQncKhQIvLy+8vLyIjIzsVuyqtLSU0tLSG65U29bWRl5eHjqdjkmTJvW4KkXoHwaDgcLCQiorKy1mT2xOTg4JCQm4urqSk5PDhAkTzDoeQRDMT4RMoUemGRrTXp8fMjW8d3Z27pfjCOalUCjw8/PjySefZMmSJTQ0NMhBMzs7m8zMTJ599lnuuOMOEhMTUalUDB061Ow3P9dSWlrKwYMHcXFxITY2tsdWOra2tgQGBhIYGHjZ8sSjR49y9OhR3Nzc5MDp7u5u8eduiWpra9m1axcAsbGx+Pj4mHlEA5ubmxtubm6MHj1a3ntcXl7OhQsXKCsru2al2tbWVnbu3ElzczNTpkxh2LBhZjoTAS4FzIKCAqqqqiym6rUImIIgXIkImUKPAgMDAeTKmz9k6t8WEBDQL8cRLIdCocDT05OHHnqIxYsX09LSQlZWljzDuXXrVn72s58xY8YMEhMTUavVjBgxwuw3Q11JksSJEyc4fvw4Hh4ezJgx47oLG/1weWJ9fb0cOE3FsJydneXA2Rv74QaDyspKCgsLsbW1JTY2Vl5KL/QO097jsLCwyyrVVlRUXFap1mg0kpeXR2trK1FRUQwdOtTcpzCoGQwGdu/eTXV1NaNGjWLs2LFm/7vSNWDm5uYyfvx4s45HEATLIarLCj0yVZdNSEggLS3tsvdvtLrspEmTOHDgwGXvi+qy1qW9vZ3c3Fw0Gg3p6elUV1cDMHnyZFQqFWq12uzLuyRJ4vDhw5w+fRofHx9iYmJ6pfiEJEk0NjbKgbOxsRH4Xy9OpVKJj4+PKNd/BRcuXGDv3r04ODgQFxfXJ5VRhSvrqVKt6Xd0/PjxhIWFmT3QDGZd28ZYSlXfLVu2kJCQgLu7Ozk5OSJgCoL1Ei1MhN6l0+nw8/PD29u7xz6Z4eHhnDp16qrHkSSJkJAQqqqqRJ/MQUav17Njxw5SUlJIT0+nrKwMgLFjx5KQkEBSUhJTp07t19BlNBrZv38/ZWVlBAYGEhUVha2tbZ98VlNTkxw4u/biNM0U+fn59dlnDyRnz57lwIEDuLi4EBcXJ5bOm5HRaOTcuXMcPnwYg8Egv+7i4iJft2Jmvn91dnaye/duampqLKZPrAiYgjCo3NQfHNuVK1fe7Afe9DcKA4ODgwPl5eV8++23REdHd6sC97e//Y3Nmzfz5ptvEh0dDUBjYyNJSUlkZ2ezcOFCOTgoFAoMBgPZ2dkEBwczffp0+TgajYZPP/2U559/nvnz5/fvCQp9ztbWlrCwMObPn88LL7zA3Llz8fLy4ujRo3zzzTd89NFH/Otf/6K0tBQXFxeGDh3ap4HTNBtQXl5OaGgoU6dO7dOQZ29vj4+PD6GhoYSGhuLs7Ixer5f3xJWUlNDY2IgkSTg5OQ3KwFlSUsKhQ4dwd3cnPj5eVOs1s4aGBvbv348kScTGxhIWFoa9vT1NTU1UVFRw7tw5zp49S3NzMzY2Njg5OZk98FizrgEzIiLCImYwN2/eTGJiIu7u7mKJrCAMDm/czDeJmUzhqhoaGoiLi6OhoYH169czbdo0srKySE5OJi4ujoyMDLky4ddff82iRYsAKCwsJCoqSj6OXq/nnnvuYd++fXz++efcddddFBQU8MADDxAQEMCOHTtEZc5BxGg0cujQIVJTU9FoNBw+fBiAoKAgFi5ciFqtZtasWZcVIbkVHR0d7Nq1i/r6erPvZ2pvb5cLsFRXV2M0GrGxscHf37/HAizWRpIkebm9l5cXM2bMsPpztnR1dXXk5+cDl4oueXt7d3tfp9PJ123XmfkbqVQrXD+9Xs/u3bupra21mL6k2dnZqFQqPDw8yMnJYdy4ceYekiAIfU8slxX6RkNDA6+//jopKSlUVVUxbNgwkpOTefnll7vdFGq1WmbOnImPjw/ffffdZTMS7e3t/O53v+Pzzz+nrKyMgIAAFi1axMqVK8X+q0HMFDZSU1NJS0ujsLAQAB8fH+69917UajV33303jo6ONx0KW1tbyc/PR6fTWVyPP71eLxdgqaysxGAwyAVYlEolgYGBVje713VPrK+vLzExMSKcmFlNTQ27du267qJLXSvV1tTUIEnSoHtQ0pf0ej27du2irq6OyMhIs/eTlCSJzZs3i4ApCIOTCJmCIAxskiRRWlpKWloaGo2GnTt3YjQacXNzY968eajVaubNm4ebm9t1B06dTkd+fj5tbW1MmTKFkJCQPj6Lm2cwGKiqqrqsAIuXl5dcqbanFisDhdFo5MCBA5w/f77P98QK16eqqoqCggLs7OyIi4vD3d39hr7/h5Vquz4oMQVOsc/2+un1evLz86mvr2fcuHGMHDnSrOMxBczExEQ8PT3Jzc0lMjLSrGMSBKFfiZApCIL1kCSJiooKOXBu27YNvV6Pk5MTd999NyqVivvuuw9vb+8eA+fJkyc5deoUBoOB6dOnD6g2OUajkZqaGrlwUHt7OwDu7u5y4LyRsG0JDAYDe/fupby8nJCQECZPniwq7ZpZRUUFhYWF2Nvb90pV354elHh4eMiFgwbaddufugZMS1h1IUmSvETWy8uLnJwcETAFYfARIVMQBOskSRJ1dXVs2LABjUbDli1baG1tZciQIcyaNQu1Wk1iYiIBAQHyzetXX33Fo48+yvLly3nllVcu2182kEiSRH19PVqtlvLyclpaWoD/VfxUKpV4enpa9I171xYMYWFhTJgwwaLHOxiY2sY4OTkRFxfX67PkRqOR2tpaOXC2trYColJtT/R6PXl5eVy8eNEiA2Zubi5jx44165gEQTALETIFQbB+kiSh0+nIzMwkNTWVzMxMdDodNjY23HbbbSQmJqLX63n11Vfx9PRk48aNxMTEmHvYvcbUi9MUOHU6HQCOjo5y4PT29raoGcKu+8sspcffYHf+/Hn27duHi4tLv1T1lSSJhoYGeWa+63UbGBhIUFAQvr6+FnXd9qeOjg7y8vJoaGhgwoQJhIeHm3U8kiSRlZWFWq0WAVMQBBEyBUEYXCRJoq2tjc2bN6PRaNi4cSO1tbUABAQE8MQTT/Doo48yevRoqw01Op1OvnG/ePEicKl1SmBgIEqlEl9fX7PueWxrayM/P5/GxkaL2F8mQGlpKQcPHsTNzY24uDiz9Ce+Ug9ZOzs7OXAOpkq1XQPmxIkTCQsLM+t4JEkiMzOTpKQkvL29ycnJEQGzl7S1tYl+4MJAJEKmIAiDlyRJvP7667z11lv4+fnh6urKmTNnABg/fjwqlQq1Ws3EiROtdrakpaVFvnE3hW07OzsCAgJQKpX9fuPe0tJCXl4ezc3NTJo0ieHDh/fbZwtXVlJSwuHDh/Hw8CA2NhYHBwdzD+mqlWoDAwMJDAy0iHH2hfb2dvLy8mhsbLSI3xERMPvOK6+8Qnh4OEuWLLHa/4MEqyVCpiAIg5PBYOCnP/0pa9euZc6cOWg0GpycnMjPzyclJYW0tDTOnj0LwKhRo0hISCApKYno6Gir/c/e1ItTq9VSXV3d7y0mmpqayMvLo62tjWnTpjF06NA++yzh+pw8eZKjR49adF/SK1WqBfD19ZVnOa2lUm3XgDl58mRCQ0PNOh5TwFSr1fj4+JCbm0tERIRZx2Qtnn76aT7++GM++OADnnzySav9f0ewWiJkCoIw+LS3t5OcnMyXX37JokWL+Oyzzy6b9TAajezdu1fuxXn8+HEAQkJCSEhIQK1Wc9tttzFkyBBznEKfM/Xi1Gq13VpM+Pr6ygVYenMJV0NDA/n5+ej1eqKjowdUVV9rZOpFW1xcjI+PDzExMQPiWu9aqbayspKOjg7AOirVtrW1kZeXh06nY8qUKQwbNsys45EkiU2bNpGUlISvry85OTkiYPaSv/zlL7z88su8+OKLLF26lODg4G7vS5I0IK9hYVARIVMQzKWxsZHXX3+dlJQUqqqqGDZsGMnJybz88ss3fDPX3NzMyy+/zNq1a3nttddYuXJl3wzaSvzf//0f77zzDs8++yzvv//+NfcfSpLE4cOH5cB54MABAPz9/Vm4cCEqlYo5c+ZY7fK8zs5Oqqur0Wq1VFRU0NnZCYC3t7d8434rVUbr6urIz88HICYmBl9f314Zt3BzJEni6NGjnDp1Cj8/P6KjowfkXkej0UhdXZ28HHwgV6pta2tj586dNDU1WUzAzMjI4P777xcBsw/8+Mc/Zs+ePWzfvp3g4GCam5txcHDAzs6uW8A8c+YMbm5u4m+mYIlEyBQEc2hsbCQ+Pp76+nrWr1/PtGnTyMrKIjk5mZkzZ7Jhw4brLrzy3Xff8fjjj1NfX8/Fixd5/fXXRci8hsbGRr744gueffbZG77BlCSJU6dOodFoSEtLY9euXUiShKenJwsWLECtVvOjH/0IZ2fnAXHzeqN66sV5szNFVVVVFBQUYGtrS2xsLJ6enn05fOEaJEmiqKiIM2fOEBAQwPTp081aBKq39FSp1sHBQb5uLbVSbdeAOXXqVEJCQsw6HkmS2LhxI4sWLcLX15fc3FzGjBlj1jH1xkPbvLw80tPT+fbbbyktLaW5uZng4GBmzZrFSy+91C8FyIxGIx0dHcyZM4cjR45w9uxZOjs7mTRpEqtXr2bRokXy165fv55ly5bx6quvsmTJEvG3U7A0ImQKgjk8//zzvP/++2RkZDB//nz59ffee48VK1awZs0ali1bds3jZGRk8Mgjj/Dee+9x9uxZ3njjDREy+5EkSVy4cAGNRoNGo2H79u0YDAZcXFyYO3cuKpWKBQsW4OHhYZWB09SLtLy8HK1WK88Uubq6yjfuV+vFqdVq2bt3L/b29sTGxuLu7t6fwxd+QJIkDhw4wLlz51AqlUybNs0iQ1dvGCiValtbW9m5cyctLS1MnTr1smWT/a1rwPTz8yMnJ8ciAmZvPLR1dXXF1dWVDz74gFmzZgGwZcsWnnnmGTo6Ovj++++ZMmVKH5/NJX/84x/55S9/yYoVK/jyyy9pampi7dq1/PjHPwZgx44dPProo3h4eHD+/Hl+85vfkJycLIKmYElEyBSE/qbT6fD398fLy4sLFy50uwGvra3Fz8+PESNGcPLkyWsea//+/fj5+REcHMzKlStFyDQjSZKorq4mPT0djUZDbm4uHR0dODg4MGfOHNRqNQsXLsTX19dqA6dppkir1dLU1ASAk5OTHDh9fHzkcz937hz79+/HxcWF2NjYW1puK9w6o9HI/v37KSsrIzg4mClTplhtwPwhS61U2zVgWkIhLEsMmNB7D21dXV356KOPePDBB7u9vnr1al588UWSk5P59NNPe338XUmShNFopLW1lR/96Efs3r2bsLAw1qxZw6xZs7C3t6etrY0PP/yQvXv3snbtWt5++23ef/99fvvb34qgKViSm7rRMf+jPUEYwLZu3UpbWxsxMTGXhQ0fHx9Gjx5NcXExJ06cYPTo0Vc9Vn89VRWuTaFQ4O/vz1NPPcWTTz7JxYsXycjIQKPRkJ2dzaZNm7C1teWOO+5ApVKhUqlQKpVWEzgVCgWenp54enoyduxYuRenVqvl9OnTnD59Gnt7e4KCggA4e/asWXsuCv9jdLV4CQAAIABJREFUNBrZs2cP5eXlhIaGMmnSJKu5Lq+Hk5MTYWFhhIWFodfr5cBZVVVFRUUFcOlvs+lhSX9Uqu0aMKOiolAqlX3+mVcjSRIbNmxg0aJF+Pv7k5ube83/n/qDTqfj448/JigoiHnz5nV777HHHuOll15i9erV1xUyMzMzmTZt2mWvjxo1CkDuKdyXFAoFtra2NDU1cfToUXn57IQJE7C3t6ezsxNHR0fuuOMOpk+fjouLC7/73e8wGAz85je/AeCRRx7By8sLuPS7PVgeFgnWQYRMQbgFRUVFAD32Nhs+fDjFxcUUFRVZxH/iwo1TKBR4eXnx8MMP89BDD9HS0kJWVhapqalkZGSwdetWfvrTnxIbG0tiYiJqtZrw8HCrurF3c3PDzc2N0aNHy704tVqt3BbG9DV1dXUWszRxMDIYDBQWFlJZWUl4eDjjx4+3quvwRg0ZMoSQkBBCQkIwGAxUV1dTXl5ORUUFtbW1cr/QvqxU29LSws6dO2ltbbW4gBkQEEBOTo7F/N/Umw9tZ86cecXXd+3aBcCcOXN6Z9DXYDAY+Oc//4mHhweTJk1i+/btvP3227zzzju4ubkBMGnSpG7f8+677wLw61//GhsbG5KTk7GxseHjjz/mwQcfFNW6hQFD3AkIwi0wPRk3PWn8IdNSl8rKyn4bk9B3FAoFLi4uJCUlkZSURFtbG7m5uWg0Gr755ht++ctf8stf/pIpU6agUqlQq9VERkZa1Y2+s7Mz4eHhtLa2UldXh6urK46OjnLwtLW17daLcyC0yrAGnZ2d7N69m5qaGkaOHGl1192tsrW1lZfL/rBS7fHjxzl+/HivV6ptbm5m586dtLW1MX36dHnm31wkSeKbb77hxz/+scUFTOi7h7YdHR1cuHCBL7/8klWrVvH000+zfPny3hjyNdna2rJo0SLmz59PREQEt99+O//5z3+YPXs2KpXqsmvMNFv57rvvIkkSv/71r2lubiY1NRVJknjuuef6ZdyC0BtEyBSEW2AqjtLTjbSp2XlLS0u/jUnoP46OjixYsIAFCxag1+v5/vvvSUlJIT09nddee43XXnuNsWPHkpiYSFJSklXsjetaUCYwMJCoqChsbW3p6OigsrJSXppYXl6OQqHAz89PDpxiKW3f0Ov17Nq1i7q6OiIiIhg9erQImFdhY2ODr68vvr6+jB8/vlul2lOnTnHq1KlbrlRrCpjt7e1ER0cTGBjYR2dzfSRJIj09nZ/85CcEBASQm5srLx21FH3x0Pb48eOMHTtW/v7Vq1fz9NNP92uV5ZEjR9LZ2YmdnR1vv/02ixcv5i9/+Qt33XUX7u7u3ZbB2tjYYDAYsLW1ZdWqVbS1tfHKK68wfvx4du/ejZ2dnVg2KwwY4ioVhFvg5OQEXLrJuxJT8/D+2PcjmNeQIUOYPXs2a9as4ezZs+Tl5fGLX/yCjo4O3nnnHaKiohg5ciQ///nP2bFjh9yfciAx7fc7d+4cwcHB3Vpi2NvbExISQnR0NHPnzmX69OkMHTqUuro6Dh48SHZ2Njt27KCkpEQ8dOlFHR0d5OXlUVdXR2RkJGPGjBEB8waY9h+PHTuW2bNnM2fOHCIjI3F2dqa0tJT8/HwyMzPZu3cvWq32un5vm5qa2LFjh0UGzMDAQLZu3WpxARP65qFtREQERqORc+fO8Yc//IHXXnuNGTNmUFpaesvjvRGmLQTR0dE88cQTbN++nV//+tfApWDZtQinra0tRqOR+vp6jhw5wpQpUygsLMTJyYnOzk4RMIUBQ8xkCsItMN08mMrm/5CpuIDYQzG4mPpExsbGsmrVKg4ePEhqaioajYY//elP/OlPf0KpVLJw4ULUajV33HGHfANlqTo7OyksLKSqqorhw4czceLEHsOMnZ0dSqUSpVKJ0WiU98KVl5d32wunVCrlvXDCjWtvbycvL4/GxkYmTJhAeHi4uYc04Lm6ujJq1ChGjRpFW1ubfN1euHCBsrIybGxsus3O/7BSbVNTEzt37qSjo4OYmBj8/f3NdCaXSJJEWloaDzzwgBwwR4wYYdYx9aSvHtoqFApCQkJ48sknCQgIYOHChSQnJ7N9+/ZbG/BNcHd35/HHHycrK4v333+fqKgokpOTL/tbqlAo+OKLLzh58iTFxcU4ODjIs6GCMFCIq1UQbsGECRMAOHPmzBXfNz0tNX2dMPjY2NgwZcoUpkyZwptvvsnx48dJTU0lLS2NDz74gA8++ABfX1/uvfde1Go1d911F46OjhY1G9V1OeaoUaMYO3bsdY/PxsaGgIAAAgICmDRpErW1tfKN+7Fjxzh27Biurq5y4LTWPqS9ra2tjZ07d9LU1MTkyZMJDQ0195CsjqOjY7dKtabl4JWVlfKSza6Vag0GAzt37kSv11tUwPzJT35CUFCQRQdM6J+Htvfddx/+/v58//33HD16lMjIyJs+1s0aM2YMq1evZs6cOfztb39j4sSJTJ48udvXKBQKfvKTn/Dss89iZ2cnAqYwIIkrVhBuwezZs3FwcKCgoABJki7rk3nixAlGjBhhUcUVBPNRKBSMHTuWV199lf/7v/+jtLQUjUaDRqPh008/5ZNPPsHd3Z158+ahVquZN28erq6uZg1d7e3t5Ofn09DQQGRk5C0ts1MoFN32wl28eFEuGHTixAlOnDiBk5OTHDi9vb1F4LyClpYW8vLy5J6LwcHB5h6S1RsyZAjBwcEEBwf3WKnWdK1OmjQJPz8/s463a8BUKpXk5uZadMCE/ntoGxoaSlVVFadOnTJLyJQkiTvvvJN33nmHV155hU8//ZTIyMjLVrOYriGj0SgCpjAgiYXdgnAL3NzcWLJkCeXl5WRmZnZ775NPPkGSJF544QX5tcbGRu69914effRRDAZDfw9XsCAKhYKwsDBefPFFtm/fTllZGWvXriU6OpqUlBS5QIdKpeLTTz+lrq6u276d/tDa2sqOHTtoaGhg0qRJvbqPy9QaJjIykjlz5nDnnXcSERGBvb09JSUl7Nixg+zsbA4ePEhVVRVGo7HXPnsga25uZseOHXLPRREw+5+pUu2UKVP40Y9+xJQpU7C1tUWSJLkwVm5uLkeOHDHL760kSWg0mgEVMOHyh7Zd3chD288+++yKPTJNysvLgUtLV83B9DDi/vvvZ8KECRgMhqtulxB7MIWBSjwaEYRb9Lvf/Y5t27bx9NNPs379eqZNm0ZWVhYrV67knnvu4dlnn5W/dvPmzWRkZADw/PPPExUVZa5hCxZEoVCgVCpZunQpzz77LLW1tWzYsAGNRkN2djbp6ekMGTKEO++8E7VaTUJCAgEBAX06y9fU1EReXh5tbW19PlumUChwd3fH3d2dMWPG0NzcLC+pLS0tpbS0lCFDhhAQEIBSqcTPz29QPtnX6XTk5eXR0dFhEQVlhEu/J0eOHAEgPj4eOzu7Xq9UeyMkSSI1NZUHH3wQpVLJ1q1bB8xeXdND27Vr15KZmcn8+fPl93p6aLt48WJ8fHxYt26dXITMYDBQVFTEmTNnCAsL6/YZ27Zto6ysDB8fH2bMmNE/J9aDESNG8MUXXzB+/HiAy1ZDCcJAp7iFJ2z9+2hOECxYQ0MDr7/+OikpKVRVVTFs2DCSk5N5+eWXuz2h1Gq1zJw5Ex8fH7777ju50IHJ1f6D6e+n4YL5SZJEY2MjmZmZpKamkpmZSVNTEzY2NsycOZPExETUajUhISG9enPS0NBAfn4+er2e6dOnmzXMdC2+UlNTgyRJci9OpVJJQEDAoOjF2dDQQF5eHgaDgejoaLPv9xO6/0xiY2Px8fHp9n5TU5N87Zr2GdrZ2REQEEBQUBABAQG9+rBkIAdMk4aGBuLi4mhoaOj20DY5OZm4uDgyMjLkf7Ovv/6aRYsWAVBYWCg/tP3000957LHHGDduHH/84x+JiYnBYDCQk5PDCy+8QG1tLevXrycpKcls5/lDoi2JYOFu6gZDhExBEIQBQJIkWltb2bx5MxqNho0bN1JXVwdcKotv6sU5atSoWwqcdXV17Nq1C6PRyIwZM/D19e2tU7hlHR0dVFRUyL04jUaj3ItTqVResdqnNaivryc/Px+j0XjFMCP0v4aGBnbu3IkkScTGxuLt7X3Vr29ra5Ov3erqaiRJumal2hshSRIpKSksXryYoUOHkpubO+ACpsmtPrTV6/VkZ2fzn//8h7y8PLRaLQBBQUHcfvvtvPjii5cV2hEE4apEyBQEQRgs2tvb2bZtGxqNhvT0dLmR+YQJE1CpVKjVaiZMmHBDT8erqqooKCjAxsaG2NjYHpuiW4LOzk6qqqrQarVUVlbK/QtN1T6VSuVlKwUGorq6OvLz81EoFMyYMeOaYUboexcvXiQvL++6A+YP/bBSrWl/ftdKtTfSpuOHAXPr1q2XLRMVBEG4BSJkCoIgDEadnZ3k5eWRkpJCeno6Z8+eBWD06NEkJCSQlJTE9OnTrxo4T506xbFjxxgyZAhxcXFmK4pxMwwGAzU1NWi1WioqKuR+ep6ennLgdHV1NfMob1x1dTW7d+/G1taWuLg4PDw8zD2kQc80qyxJEnFxcbf8IOaHlWpN166Hh4ccON3c3HpcnSACpiAI/UCETEEQhMHOaDSyZ88euRdncXExAMOGDSMhIQG1Wk18fHy3fYx//vOfWblyJatWrWLx4sW4uLiYa/i3zGg0duvF2dbWBlwqKmIKnO7u7hZfYKOyspKCgoIBGfqtVX19PXl5eSgUij6Z6TcajdTV1cnXbmtrKwAuLi4EBQUBEBERIRe4kSSJr7/+msWLFxMSEkJubq4ImIIg9AURMgVBEIT/kSSJw4cPk5KSQlpaGgcPHgQuNTNfuHAhKpWKXbt28eabbxIaGjpgWh1cL0mSqK+vl2/am5ubAXB2dpYDp5eXl8UFzvLycgoLC3F0dCQuLm5AzsJam67LluPi4vD09OzTz5MkiYaGBvna1el0/PznP+fixYvMnj1bLlqTnJxMSEgIW7duZfjw4X06JkEQBi0RMgVBEIQrkySJkydPotFoSEtLY9euXdjZ2dHZ2cnw4cN54403uP/++3FycrK40NUbJElCp9Oh1WopLy+nsbERQG4voVQq8fHxMXuFxwsXLrB3716cnJyIj4+/ob15Qt8wBUwbGxuzLVtubGzkd7/7HRkZGRw5cgRJkhgyZAj29va8++67JCcn4+bm1u/jEgRhUBAhUxAEQbg2o9HI8uXL+eCDD/Dx8aGtrY3m5mZcXV2ZO3cuKpWKBQsWDIhlpTfrSu0lhgwZQmBgoNyL07Qssb+cO3eO/fv34+rqSlxcnFUULhroamtryc/Pt5h9sZIk8dFHH/GXv/wFrVZLU1MTer0eBwcH7rrrLlQqFQsXLsTPz8+s4xQEwaqIkCkIgiBcncFgYNmyZXz44YcsWLCAL7/8Ep1OR3p6OhqNhq1bt9LR0SHftKrVahYuXIiPj4/VBs7W1lY5cNbW1sq9OAMCAlAqlfj7+/d5L84zZ85w6NAh3N3diY2NxdHRsU8/T7i2mpoadu3aha2tLfHx8WbfFytJEl999RUPPfQQw4YNY+vWrXh6erJp0yY0Gg2bNm2iubkZGxsbbrvtNt566y1uv/12s45ZEASrIEKmIAiC0DO9Xk9ycjLr16/ngQce4F//+le38CRJEhcvXmTjxo1oNBqys7NpaWnBzs6OO+64A5VKRWJiIkql0moDZ3t7e7d+hqYm6b3Vz/BKSkpKOHz4MB4eHsTFxXXrBSiYhylg2tnZWUThJUmS+PLLL3n44YflgBkaGtrta9ra2sjJySEtLY309HTS0tKIj48304gFQbAiImQKgmDZGhsbe2yyfb0zRdu2bePTTz9l+/btlJWVYW9vz9ixY3n44YdZtmwZdnZ2fXwWA9fjjz/OJ598wjPPPMOaNWuuuhxUkiSam5vJysoiNTWVTZs20dDQIBc+SUxMRK1WExYWZrWBU6/Xd+vFaepn6OvrK7eXuNUlrcXFxRw/fhwvLy9iY2P7fMZUuDZT6xg7Ozvi4+PNvtfRFDAfeughhg8fTm5u7mUB84cMBgMKhcLse4wFQbAKImQKgmC5GhsbiY+Pp76+nvXr1zNt2jSysrJITk5m5syZbNiw4Zp74D7//HMeeeQRpk6dyp///GcmT55MVVUVv//97/noo4+4++672bRpkwiaPThw4ABpaWm8/vrrNxQMJUmivb2dnJwcNBoN33zzDTU1NQBMnToVlUqFWq1m7NixVhs4Tf0MTb049Xo9AF5eXnLgvJEqsJIkcezYMU6ePImvry8xMTHiurUAVVVV7N69myFDhlhkwNy6dSvDhg0z65gEQRh0RMgUBMFyPf/887z//vtkZGQwf/58+fX33nuPFStWsGbNGpYtW3bVY3z88ccsX76ckpISgoODu703c+ZMduzYwT/+8Q+eeOKJPjkH4RK9Xs/27dtJSUkhPT0drVYLQGRkJImJiSQlJTF58mSrnUUx9eI0Vaptb28HwN3dXa5U6+bm1mPgliSJI0eOUFJSgr+/P9OnTxcB0wKYAqa9vT3x8fFmbx0jSRL//e9/efjhh0XAFATBnETIFATBMul0Ovz9/fHy8uLChQvdbr5ra2vx8/NjxIgRnDx58qrHSU9PJyUlhX/961+Xvff73/+eV155hQcffJB///vfvX4OwpV1dnZSUFAg9+I8ffo0AOHh4SQkJJCUlGTVs3Rde3FqtVpaWloAcHFxkWc4u/bilCSJQ4cOUVpaSmBgIFFRUf1exVa4XGVlJQUFBRYVMNevX88jjzxCWFgYubm5ImAKgmAuImQKgmCZ0tPTSUxMJDExEY1Gc9n7ERERFBcXU1xczOjRo2/qM9asWcNzzz3HAw88wH/+859bHbJwE4xGIwcOHCA1NRWNRsPRo0cBUCqVJCQkoFarueOOO6x236EkSTQ2NsqBU6fTAeDo6CgXDTp//jxlZWUolUqmTZtmtbO9A0lFRQWFhYU4ODgQHx+Pi4uLWccjAqYgCBbmpkKm+N9NEIQ+V1RUBMDw4cOv+L7pddPX3YwTJ04AiJL9ZmRjY8PUqVP57W9/y+HDhzly5AhvvfUWQUFB/O1vf+Puu+9GqVTyxBNPsGHDBtra2riFB50WR6FQ4OHhQUREBLNnz2bOnDlERkbi6OjImTNnyM/Pp6ysDBcXF4KDg63q3Aeq8vJyCgoKcHBw4LbbbrOIgPmf//xHBExBEAY8ETIFQehzFRUVwKUiKVfi6ekJXFqydjP0ej1ff/01SqWSRx999OYGKfQqhUJBZGQkv/71ryksLKSkpIQ//vGPjBkzhk8++YSFCxcSGBjI4sWL+eqrr9DpdFYXulxdXRk1ahS33XYbfn5+wKVZzebmZgoKCsjKymLPnj1cuHCBzs5OM4928NFqtRQWFuLk5MRtt92Gs7OzWccjSRL//ve/SU5OJjw8XOzBFARhQLPOTTKCIFiU1tZWgB6XSZr6Apr2s92od999l/LycrKyssx+oyhcTqFQEB4ezi9+8QtefPFFysvLSUtLQ6PR8PXXX7N+/XqcnZ255557UKlU3HfffXh6elpFpdrOzk4KCwuprq4mPDyc8ePH09HRIffi1Gq1XLhwARsbG/z9/eVltaJXZt/SarXs2bMHZ2dn4uLizP53wxQwH330UcLDw8nNzSUkJMSsYxIEQbgVImQKgtDnTL0ETW0ffqijowPgpm70tm3bxltvvcXq1au55557bn6QQr9QKBQolUqWLVvG0qVLqa2t5ZtvvkGj0ZCVlUVaWhr29vbceeedqNVqEhIS8Pf3H5CBs7Ozk927d1NTU8OoUaPkFi8ODg6EhoYSGhqKXq+nsrKS8vJyKisrqaioQKFQdOvF6ejoaO5TsSoXLlxg7969ODs7Ex8ff8u9Tm+VCJiCIFgjETIFQehzgYGBANTX11/x/YsXLwIQEBBwQ8c9ePAgKpWKV155hZ/97Ge3Nkih35nC1BNPPMHjjz9OY2MjmzZtQqPRkJmZSXZ2NsuWLWPmzJkkJiaiUqkICQkZEIFTr9eTn59PfX09ERERjBkz5opfN2TIEIKDgwkODsZgMFBVVUV5eTkVFRVUV1dz6NAhvL295cBp7j2DA11ZWRn79u2zuICZnJzMyJEjyc3Nvaw9kyAIwkAkqssKgtDnTNVlExISSEtLu+z9m6kue+jQIWbPns1zzz3HypUre3nEgjlJkkRrayvZ2dloNBo2btwoP6CIiYkhMTERtVrNqFGjLDJwdnR0kJeXR0NDA+PGjWPkyJE3fAyj0UhNTQ3l5eXdenF6eHjIgfNqvTiFy50/f559+/bh6upKfHy82WeIJUniiy++4NFHHxUBUxAESyZamAiCYJl0Oh1+fn54e3v32CczPDycU6dOXdfxDh06xJw5c1i2bBlvvPGG/Pr58+fJysriqaee6vVzEMynvb2db7/9Fo1GQ3p6ulwgauLEiahUKtRqNRMmTLCIwNXW1kZ+fj6NjY1MnDiRsLCwWz6mJEnU1dXJgbNrL06lUklQUJDV7GHtK+fOnWP//v24ubkRFxdnEQHz888/57HHHmPUqFHk5OSIgCkIgqUSIVMQBMu1fPly1q5dS0ZGBvPnz5dff++991ixYgV//etfee655wBobGxk8eLF+Pj4sG7dum7N6ouKipg9ezZLly7lzTff7PYZ27Zt47HHHqO0tLRfzknof3q9nry8PFJSUkhPT+fcuXMAjBkzhoSEBJKSkoiKijJL/8nW1lby8vJoampiypQpfVIZVJIkGhoa5MBp6sXp5OQkz3D6+PiIwNnF2bNnOXDgAG5ubsTHx+Pg4GDW8fwwYObm5jJ06FCzjkkQBOEqRMgUBMFyNTQ0EBcXR0NDA+vXr2fatGlkZWWRnJxMXFwcGRkZ2Nld2ib+9ddfs2jRIgAKCwuJiooC4PDhw9x55520t7d3C6omVVVVnD59WoTMQcJoNFJYWEhqaippaWlyr9TQ0FASEhJQq9XEx8fL11VfamlpYefOnbS2tjJ16tR+m5XS6XRy4DTtbba3t5cDp6+vb7eHNIONKWC6u7sTFxdnEQHzs88+4/HHHxcBUxCEgUKETEEQLFtDQwOvv/46KSkpVFVVMWzYMJKTk3n55Ze7tWzQarXMnDkTHx8fvvvuO7k4x8qVK7stj72S0NBQETIHIUmSKCoqIjU1FY1Gw6FDh4BLxaQSEhJQqVTceeedfRIympqayMvLo62tjenTpxMUFNTrn3E9Wlpa5MBZW1sLgJ2dHYGBgQQFBeHv798vgdtSlJaWcvDgQYsKmP/617944oknGD16NDk5OSJgCoIwEIiQKQiCIAiSJHHy5El5hnP37t0AeHt7s2DBAtRqNffccw9OTk63vKy0sbGRvLw89Ho90dHRN1whua+0tbXJvTirq6uRJEnuxalUKgkICLDqXpxnzpzh0KFDeHh4EBcXZ/Zz/WHAzM3NRalUmnVMgiAI10mETEEQBEHoSpIkzp8/j0ajQaPR8P3332M0GnF1dWXevHmoVCrmz5+Pu7v7DQfOhoYG8vLyMBgMxMTE4Ofn10dncWv0er0cOKuqqjAYDHL7GKVSSWBgoNkL4fSm06dPU1RUZFEB89NPP2XJkiUiYAqCMBCJkCkIgiAIPZEkiaqqKtLS0tBoNGzduhW9Xo+joyN33XUXarWa++6777oK59TX15Ofn48kScyYMQMfH59+Ootb09nZ2a0XZ2dnJ3BpltdUqdbZ2dnMo7x5JSUlHD58GE9PT+Li4hgyZIhZx9M1YI4ZM4acnBwRMAVBGGhEyBQEQRCE6yFJEvX19WzcuBGNRsPmzZtpaWnBzs6OWbNmoVKpSExMJCgo6LLAafqepKQkYmNj8fLyMtNZ3BpTL06tVktFRcVlvTiVSiVubm5mHuX1O3XqFEeOHMHLy4vY2FiLCZhPPPEEERERImAKgjBQiZApCIIgCDdKkiSam5vJzMwkNTWVTZs20djYiEKhID4+nsTERNRqNcOHD+frr7/mkUcewdHRkX379hEeHm7u4fcKUy9OrVZLeXk5ra2tALi6usqB08PDw2Jbo5w8eZKjR49aVMD85z//yZNPPklERAS5ublmKwhl0tjY2GPhtZv999q/fz/R0dF0dnZy5swZhg8f3ruDFgTBEoiQKQiCIAi3QpIk2tvb2bJlCxqNhg0bNlBTUwNAVFQUBw8exM3NjezsbLm1jrUx9eI0Bc6mpibgf704lUol3t7eFhM4T5w4wbFjx/D29mbGjBkWETDXrVvHU089ZVEBMz4+nvr6+staSM2cOZMNGzbccKsbg8HA9OnT2b9/P4AImYJgvUTIFARBEITe1NHRwfbt2/nDH/7A5s2bcXFxwcnJiYCAABITE0lKSmLSpEnY2NiYe6h9RqfTyYGzoaEBAAcHBwIDA1Eqlfj6+prt/IuLizl+/Dg+Pj7ExMSIgNmD559/nvfff5+MjIxuPYbfe+89VqxYwZo1a1i2bNkNHXPVqlX87W9/o7W1lcrKShEyBcF6iZApCIIgCL3t3//+N8nJyQwfPpx3332XnTt3kpaWxpkzZwAYMWIECQkJJCUlERMTc8MzQgOJqRenVqulrq4OMF8vTlPA9PX1JSYmxuw9QCVJ4h//+AdPP/00Y8eOJScnxyICpk6nw9/fHy8vLy5cuNBtBrq2thY/Pz9GjBjByZMnr/uYJSUlTJgwgbS0NJ5++mnOnj0rQqYgWC8RMgVBEAShN61bt07eV9e1cIvRaGT//v2kpqai0Wg4duwYAEOHDiUhIQG1Ws3tt99u9pm1vmTqxanVaqmpqUGSJGxtbfH39ycoKIjAwMA+OX9JkiguLqa4uNhiA2Zubi6BgYFmHZNJeno6iYmJJCYmotFoLns/IiJC/vccPXr0dR3zrrvuIigoiM8++4zhw4eLkCkI1u2mQqb1ru8RBEEYoBoc6h6zAAAdY0lEQVQbG/n5z3/OsGHDcHR0ZPTo0fz2t79Fr9df9zHy8vJ4+eWXiY6Oxt/fHxcXF8aMGcMzzzzDqVOn+nD01mPNmjUsWbKEiRMnsm3btm6VQW1sbJg2bRpvv/02R44c4fDhw7z11lsEBASwdu1a7rrrLpRKJUuWLGHjxo20tbVxCw91LZKjoyPDhw8nLi6OuXPnMnXqVPz8/KisrGTfvn1kZmaSn59PaWmpXLn2VkmSxPHjxykuLsbPz89iAubHH39skQEToKioCKDHAGh63fR117Ju3ToOHjzI6tWre2N4giBYKfP+ZRYEQRC6uVqBjry8vOsu0HHPPffg6urKBx98wKxZswDYsmULzzzzDF988QXff/89U6ZM6eOzGbiMRiNZWVlMnz6drKwsvL29e/xahULBuHHjGDduHK+++iqnT59Go9Gg0Wj45z//ybp16/Dw8GD+/Pmo1WrmzZuHs7OzxRTO6Q329vaEhIQQEhJyWS/OqqoqDh48iI+PD0FBQTfdi1OSJI4dO8bJkyflgGnupcmSJPHRRx/x7LPPEhkZSU5OjkUFTICKigqAHlvteHp6AlBZWXnNY1VWVrJixQr+8pe/4Ovr23uDFATB6oiZTEEQBAvy6quvcvjwYT788ENuu+02nJycUKlUrFy5kszMTP7+979f97FWr15NYmIinp6eeHp6smjRIn7zm9/Q3NzMn/70pz48i4HPxsaGr776ipycnKsGzB9SKBSMGDGCFStWsGPHDs6fP8/7779PVFQUX331FYsWLcLf35+kpCQ+++wz6uvrrW6G087ODqVSybRp05g7dy4zZsxg2LBh6HQ6Dh8+zJYtW/juu+84ceIEOp3uuo4pSRJHjx7l5MmT+Pv7i4B5A0ztaHpaumxvbw9c2m97LT/96U+Jjo7m4Ycf7r0BCoJglcRMpiAIgoXQ6XR8/PHHBAUFMW/evG7vPfbYY7z00kusXr36uqpAZmZmMm3atMteHzVqFAAXL17snUFbMUdHRxwdHW/6+xUKBUOHDmX58uUsW7aMmpoavvnmGzQaDZs2bUKj0WBvb8/s2bNRq9UkJCTg5+dnVTOctra2BAQEEBAQgNFopK6uTi4cdOzYMY4dO4abm5s8w3mlXpySJHHkyBFKSkoICAhg+vTpFhEwP/zwQ5YuXUpkZCS5ubkEBASYdUw9cXJyAuhxuX1HRwfANWeXN2zYQEZGBocPH+7dAQqCYJVEyBQEQbAQW7dupa2tjZiYmMtutH18fBg9ejTFxcWcOHHimgU6Zs6cecXXd+3aBcCcOXN6Z9DCdVEoFPj5+bFkyRKeeOIJGhoa5KCZlZVFVlYWS5cu5fbbbycxMRGVSkVwcLBVBU4bGxt8fX3x9fVl/PjxXLx4UQ6cJ06c4MSJEzg7O8uB0zSDfPjwYU6fPk1gYCBRUVEWFTDHjRtHTk6OxQZMQJ5dra+vv+L7pgdOVzsHnU7HsmXLeOutt0RxH0EQrosImYIgCBbiegp0FBcXU1RUdN1VIOHSTMWFCxf48ssvWbVqFU8//TTLly/vjSELN0GhUODp6cnixYt58MEHaW1tJTs7m9TUVDIyMvj222954YUXiImJITExEbVazciRI60qcCoUCry8vPDy8mLs2LHodDrKy8spLy+npKSEkpIS7O3tcXBwQKfTERgYyPTp083ej7RrwBw/fjxbtmyx6IAJMGHCBAC55c4PlZaWdvu6K9m7dy9lZWW8+OKLvPjii1f8mrCwMABCQ0PlYwqCMHiJkCkIgmAherNAh8nx48cZO3as/P2rV6/m6aefNvtskHCJQqHA2dkZlUqFSqWivb2drVu3otFoSE9P51e/+hW/+tWvmDRpEiqVCrVazfjx460ucLq7u+Pu7s6YMWNobm5Gq9VSUlIi79msqanhwIEDci9Oc1y/kiTx97//naVLlzJhwoQBETABZs+ejYODAwUFBUiSdFmfzBMnTjBixIirPriaNWtWj3uHRQsTQRCuRBT+EQRBsBC9WaDDJCIiAqPRyLlz5/jDH/7Aa6+9xowZM8RMg4VycHBg3rx5fPjhh5SVlfHtt9/y3HPPUVdXx8qVK5k4cSKRkZH86le/orCwEKPRaO4h9zpnZ2daWlpob28nICCACRMm4OnpSVlZGQUFBWRmZlJYWEhZWdkNtfW5FZIk8cEHH8gB09KXyHbl5ubGkiVLKC8vJzMzs9t7n3zyCZIk8cILL8ivNTY2cu+99/Loo49iMBj6e7iCIFgJETIFQRAsRG8V6PghhUJBSEgITz75JJ988gn79u0jOTn51gYr9LkhQ4Ywa9Ys/vrXv1JaWkp+fj4vvfQSBoOBd999l+joaEaMGMELL7zA9u3b6ezsNPeQb5kkSRw8eJDS0lKGDh1KdHQ04eHhxMfHM3fuXKZMmYKfnx8VFRXs3buXrKwsdu3axdmzZ/+/vTuPiuq+/z/+vC6R1LrgiEoro2JKVIohimj0a2Os8Yv8UGCMSfXXoGlaYoy0mhBNm1ZpamybxiWuTZdItCacVBg8lAijsZoS2kgVW5eIGpcoKChFBxVcmPv9A5m6gAoSBuT1OMdzj/dz+cz7npNlXnzufX/qbS/O6mr67W9/y7Rp0+jfvz+bNm2iS5cuX8pnfVnmz59Pv379iI2NJSsri7KyMux2OwkJCYwePZqpU6e6r3U4HKSnp7N69Wpyc3M9WLWINGUKmSIijUR9NOi4nbFjx9KlSxf+9re/sXfv3jrPIw2rRYsWDBkyhDfeeIN9+/axc+dO5syZQ7t27Xjrrbd49NFH8fPzY+rUqWRmZrp/IdGUmKbJzp07OXr0KN27d2fAgAHXvYN53333YbVaGTx4MGFhYYSEhODr6+t+lDYjI4NPPvmEQ4cOuZ8KqI+aVq5c6Q6YGzdubHIBE6BDhw5kZ2fzxBNPMHHiRDp27MisWbOYNWsWaWlptGr137enhg4dir+/P4MGDSIwMLDa+bZs2YJhGBiGwdGjR4HKdzINwyAxMbEhbklEGjnjLvbnurc29hKRe57L5fJ445BbWb9+PVFRUURGRpKamnrTeJ8+fcjLyyMvL69WjX9uFBoaSk5ODuvXr2fcuHF3U7J4mGma7N+/n5SUFFJTU9m2bRsAnTp1IiIiApvNxujRo/Hy8mrU73Gapklubi7Hjh1zB8w7rbeiooJTp065GwdVPQng7e3t7lT71a9+tU41rVixgunTp/PQQw/hcDiaZMAUEblLdfqfh0KmiDQLVQ0vPvvsM/7yl7+wd+9egoODiY6Oxmq1ero8oHKbAB8fHzp16kR+fv5NDTp8fHzw9/fn4MGDt5xnzZo1LF68mO3bt1c77ufn537fb8SIEfV5C+JBpmnyxRdfYLfbsdvtZGVl4XK5aNeuHWPGjCE6Oprw8HDatWvXqAKnaZrs2LGD48eP4+fnx8MPP1zn+lwuF8XFxe7AWV5eDkD79u3dgbN9+/a3nf/GgLlx40Z8fHzqVJOISBOnkCkiciu7d+9m9OjRFBYW4ufnx5kzZ3A6nfz85z9n9uzZ7sY6nvTCCy+wYsUK0tPTCQ8Pd59fsGAB8fHxLF26lOnTpwOVDTomTZqExWLhnXfecXfcTExMJDY2lry8PPe2AlW2bNnCY489hsVi4fjx43h5eTXczUmDMU2TwsJCUlNTsdvt/PWvf+Xy5ct4eXnx+OOPY7PZGDt2LJ06dfJo4HS5XOzYsYP8/HysVivBwcH1Vo9pmpSUlLgD5/nz5wFo27atO3B6e3vf9HmmabJ8+XLi4uIUMEVEFDJFRG529uxZysvL8fLyIjY2Frvdzuuvv86ECRPYt28fhw4dIjQ0lJCQEE+XClTWO3ToUM6ePUtSUhIDBw4kIyODmJgYhg4dSnp6uvv9qXXr1jFhwgQAcnJy3Pfw7rvvMmXKFAIDA3nzzTcZPHgwFRUVbNq0iRkzZlBcXExSUhLjx4/32H1Kw6kKW2lpadjtdhwOB2VlZbRq1YoRI0Zgs9mIioqiW7duDRo4rw2YPXr04KGHHvrSPt80TZxOpztwOp1OAA4ePEhOTg5PPvkkERERtG7d2h0wg4ODcTgcCpgi0twpZIqI3Gjjxo2MHz8ewzC4fPkyYWFhJCUlNYpVy5qcPXuWuXPnkpycTFFREVarlZiYmJtWWwsKChg+fDgWi4WtW7de1502MzOT999/n+zsbAoKCgDw9fXlW9/6Fi+++CLBwcEeuTfxLNM0KS0tJSMjg5SUFDZs2IDT6aRFixYMGzaMqKgooqOj6dmz55caOF0uF9u3b6egoICePXvSv3//Bg24586d48SJE/zmN7/h97//PVD5SG1wcDCffPIJgYGBbNq0SQFTREQhU0TkehUVFeTn57N69Wrmz5/PxYsXMU0Ti8VCWFgYixcvxmKxeLpMEY8wTZPy8nI2bdpESkoKaWlpFBcXAxASEkJ0dDQ2m40HH3ywXgOgy+Xin//8JydOnKBXr14EBQV59JHdAwcOsHbtWtatW8fevXsxTZO2bdu6GyeNGTOGdu3aeaw+EREPq9N/oBtvm0URkbvUsmVLrFYr7du3p7y8nOjoaN5//32GDx9OQUEBrVu39nSJIh5jGAb3338/Y8eOZdWqVRQUFOBwOJg6dSr5+fm8+uqr9O3bl/79+/Ozn/2M3NxcXC7XXX2my+UiJyeHEydO4O/v7/GACfDAAw9gsVjYs2cPQUFBLF68mBEjRmC323nqqafw8fFh3LhxJCYmukO4iIjcmlYyReSe9vnnnxMWFsbFixfJzMykb9++nD59GtM08fHxcXedFZH/unLlCv/4xz9ITk4mNTWVI0eOAJWBLDIykvHjxxMaGupuNnUnKioqyMnJobCwkN69exMYGOjxf/dM02Tp0qX86Ec/4uGHH8bhcNC5c2egsrHWhx9+SEpKCh9++CHnz5/nG9/4Bvv37/dozSIiDUyPy4qIXKusrIxf/epXzJs3j9dee41XXnnlpi/FFRUVALX6sizSnFQ16Knai/Ozzz4DoHv37kRGRmKz2Rg+fPgtnwwoLy8nNzeXoqIiHnjgAfr169coAuaSJUuYMWMGAwYMIDMz0x0wb1RWVsbGjRu5cOEC3/nOdxq4UhERj1LIFBGByuDYsmVLNm/eTExMDF//+td577336N27N1D5hfGLL77AarW6m+WIyO2ZpsmePXvce3Hm5uYCuB8pjY6O5tvf/jZt2rRxh8hz584xatQorFYrc+bMaTQrmNcGTIfDofezRUSqp5ApIgK4H4GdMGECycnJrF27lokTJ7rPv/vuu/zxj3/k2LFjdO3aleeee45JkybRpk0bT5cu0mSYpsmhQ4fcK5x///vfMU2Tjh07Eh4ejs1mY9iwYYwbN46cnBxiY2NZuXIlLVp4th3EjQFz48aNdOrUyaM1iYg0YgqZIiJVduzYQUhICAMHDmTbtm3XrZx89NFHnDp1ih49epCdnc2qVat47rnniIuL82DFIk2XaZrk5+eTmpqK3W5n69atVFRU0LlzZ06fPs348eP53e9+h7e3t0dXMU3T5K233mLmzJkMHDgQh8OhgCkicmsKmSLSvFWtVBYVFfHyyy+TnJzM0qVLeeaZZ3C5XDWuoCxdupRXX32V3bt3Y7VaG7hqkXuLaZocPXqUsLAw8vLy6N69O8ePH6dNmzaMHDkSm83GuHHj8PHxadDAeW3ADAkJITMzUwFTROT2tIWJiDRvVV9Y7XY7a9asYezYsYwZM+a6Maj8smmapns7hpEjR3Lp0iXKysoavmiRe8z58+eZPHkyeXl5vPbaa+zatYs//elPRERE8PHHH/ODH/yAr33ta4waNYqlS5dy/Phx7uIX3nfENE0WL16sgCki0kC0kiki95xz586RlJTE4MGDCQoKumm8qjEQQH5+PrGxsZSWlpKSklJjd0kRub3S0lLCw8PJyspi/vz5/PjHP3aPmabJhQsXyMzMJCUlhfT0dM6cOYNhGAwZMoSoqChsNhu9e/eu1xVO0zRZtGgRL730EiEhITgcDry9vettfhGRe5welxURuVMVFRX8+c9/Zs6cOXTo0IG3336bAQMGeLosqQOn08ncuXNJTk6mqKgIq9VKTEwMs2fPvuW2GreSm5tLaGgoV65c4fDhw/Ts2bN+i74HlZaWEhYWRnZ2Nr/+9a+ZNWvWLa+/ePEiH330EXa7nfXr13Pq1CkAgoODiY6Oxmaz3XUn2msD5qBBg8jMzFTAFBGpHYVMERHA/ehddV9OL126xLp163j77bc5duwYTz/9ND/96U/rHEbEs5xOJ8OGDaOkpISkpCQGDhxIRkYGMTExDB8+nLS0tFrvgVpRUcGgQYPc23MoZN6Zy5cvM2nSJIYMGcJLL71U65/NysoiOTmZ9evXc/z4cQD69u1LZGQk48ePZ8CAAbXqTGuaJgsXLiQ+Pl4BU0Sk7hQyRUSqU9X054MPPmDVqlUUFBRgs9mYPHmyOzxUNQ2SpiUuLo5ly5aRnp5OeHi4+/yCBQuIj49n+fLlTJs2rVZzvvHGG6xcuZKysjIKCwsVMmvhVg22ajPHp59+6t4a5eDBgwD07NnTHTgfeeQRWrVqVeMcpmmyYMECXn75ZUJDQ8nIyFDAFBGpG4VMEZGalJaW0qFDBwCWLFnCM888Q9u2bT1cldyN0tJSunTpgre3N/n5+df9kqC4uBgfHx969+7NgQMH7njOzz//nKCgIFJTU4mNjeXo0aMKmR7kcrn497//TUpKCna7nd27dwPg6+vLuHHjsNlsjBgxgvvuu8/9MwqYIiL1SiFTRKQ6VauUu3fvJjk5mRUrVnDmzBkeeeQRvve97/HUU0/Rpk0bT5cptbR+/XqioqKIiorCbrffNN6nTx/y8vLIy8sjICDgjuYcNWoUvr6+rFmzhp49eypkNiKmaZKXl+de4czJyQHAYrEQERGBzWbj8ccfZ9myZcyaNYvQ0FAyMzPp2LGjhysXEWnStIWJiEh1qla4vvnNbzJ37lwKCwvZtWsXAwYMIDExkY8//tjDFUpd7Nq1C6DGAFh1vuq623nnnXf417/+xaJFi+qjPKlnhmHQp08ffvKTn/Dpp59y5MgRFi5cSGBgIGvWrCEyMhJvb29mzZrlfgdTAVNExDNqfqFBROQe43K5cLlctGzZkoCAABYuXOg+L03PyZMnAWp8FLIqYBQWFt52rsLCQuLj41myZIm2sWkCDMOgR48ezJw5kxkzZnDy5ElSU1P55S9/SXFxMQ6HQwFTRMSDtJIpIs1GixYtaNWqFYZhYJomV65ccZ+XpqesrAygxs7AVe/pXbhw4bZz/fCHPyQ0NJTvfve79VegNAjDMPD19eX555/nyJEjnDhxQgFTRMTDtJIpIs2SYRi37E4pjd/9998PVG5/UZ1Lly4B8JWvfOWW86SlpZGenu5uKiNNV4sWLWjfvr2nyxARafb063sREWmSunXrBkBJSUm142fOnAGga9euNc5RWlrKtGnT+MUvfqHmPiIiIvVEIVNERJqkoKAgAA4fPlzt+JEjR667rjrbt2/n+PHjvPjiixiGcd2fo0ePAtCrVy8Mw1AIFRERuUPawkRERJqk0tJSfHx86NSpU437ZPr7+3Pw4ME6za8tTERERLSFiYiINCPt2rXj2Wef5cSJE2zYsOG6scTEREzTZMaMGe5zTqeTiIgIJk+eTEVFRUOXK/cop9PJzJkzsVqteHl5ERAQwLx582p8V7g6CQkJN62kX/snKyvrS7wDEZH6p64XIiLSZM2fP58tW7YQGxtLUlISAwcOJCMjg4SEBEaPHs3UqVPd1zocDtLT0wGIi4sjJCTEU2XLPcLpdDJs2DBKSkqu++cvJiaG7Oxs0tLSaNmy5R3NZbFYatw+53bNq0REGhs9LisiIk3a2bNnmTt3LsnJyRQVFWG1WomJiWH27NnubUwACgoKGD58OBaLha1bt7q7015ry5YtPPbYY9V+zqpVq5gyZcqXdRvSBMXFxbFs2TLS09MJDw93n1+wYAHx8fEsX76cadOm3XaehISE644iIo1InR6XVcgUERERqaXS0lK6dOmCt7d3je8E9+7dmwMHDtx2LoVMEWnE9E6miIiISEPYvHkz5eXlDB48+LqACZWPvgYEBHDw4EH279/voQpFRDxHIVNERESklnbt2gVQY+fhqvNV193Ozp07iYiIoFu3brRp0wZ/f3+mT59Ofn5+fZQrItKgFDJFREREaunkyZMAeHt7VzvesWNHAAoLC+9ovqysLCZMmMC+ffv4z3/+w5tvvskHH3xAcHAwe/bsqZ+iRUQaiLrLioiIiNRSWVkZAK1bt652vKrp1IULF24716RJk4iJicHf3999zmaz0aJFC6Kjo3n66afZsWNHPVQtItIwtJIpIiIiUktV3Ylr2g/z0qVLwJ1tPxIQEHBdwKwSGRlJ165dyc3NvePHbkVEGgOFTBEREZFa6tatGwAlJSXVjp85cwaArl271vkzDMOgV69eAOzbt6/O84iINDSFTBEREZFaCgoKAuDw4cPVjh85cuS66+rqLraaExHxGIVMERERkVoaOXIkbdq0Ydu2bTcFweLiYvbv30/v3r0JCAi45TzHjh2jW7du7pXPa5mmyaFDhwB48MEH6694EZEvmUKmiIiISC21a9eOZ599lhMnTrBhw4brxhITEzFNkxkzZrjPOZ1OIiIimDx5MhUVFe7zFRUVFBYWsnHjxps+Izk5mVOnTtG/f/+7XhEVEWlICpkiIiLNjNPpZObMmVitVry8vAgICGDevHk1NrGpTkJCAoZh1PgnKyvrS7yDxmH+/Pn069eP2NhYsrKyKCsrw263k5CQwOjRo5k6dar7WofDQXp6OqtXryY3N9d93jAMAF544QXee+89Tp8+zfnz50lOTub555/H29ub1atXu68TEWkKtIWJiIhIM+J0Ohk2bBglJSUkJSUxcOBAMjIyiImJITs7m7S0NFq2bHlHc1ksFjp37lzt2J10VW3qOnToQHZ2NnPnzmXixIkUFRVhtVqZNWsWs2fPplWr/37NGjp0KP7+/lgsFgIDA93ne/TowbZt21i7di2vv/463//+96moqMDPz48nn3ySV155BT8/P0/cnohInRl38UK53kQXERFpYuLi4li2bBnp6emEh4e7zy9YsID4+HiWL1/OtGnTbjtPQkLCdUcREbkn1ekxCj0uKyIi0kyUlpbyhz/8AV9fX8aMGXPd2JQpUzAMg0WLFnmoOhERuVcoZIqIiDQTmzdvpry8nMGDB9/0jp/FYiEgIICDBw+yf/9+D1UoIiL3grt5XFZERESaEMMwfgr8AlhsmubMasYzgP8FnjBNM/k2cyUAwVT2dwgBvIF84EPgl6Zp5tdv9SIi0lRoJVNERKT56Hb1WFLDeNVmjV3vcL7/Af4M9AE6AfHAk8BOwzACb/WDIiJy71J3WRERkebj/qvHmvYquXT1eCetYd8DVpumeeiacymGYbgAO7AGGFCnKkVEpEnTSqaIiEjzUXb12LqG8fuuHi/cbiLTNPffEDCrrAcKgYcNwwiqfYkiItLUKWSKiIg0HyevHr1rGO949VhY1w8wK5s9HL761z51nUdERJouhUwREZHmY9fVY68axnvecF1d1WlfNRERuTcoZIqIiDQfm4GLQKhxwx4mhmFYgADgc9M0b7mHiWEYfoZhnDQMo2M1Ywbgf/WvefVTtoiINCUKmSIiIs2EaZqlwB8BX2DMDcNTqFyBXFx1wjCM9oZh/MUwjHcNw2h5zbUtqexA+3g1HzMe8AH+zd2viIqISBOkfTJFRESaEcMwOgDZQAfgO8B2IAxYffX8/zNN88rVa5+gcosSgEGmaf7z6vkewBHgFDADcFDZVCgM+C2VIfQx0zT/1TB3JSIijYlCpoiISDNzNWj+nMpVxy7AF1SGzF+bpnnpmuu+BvwNKAYeNU2z7JqxQcD/p3I1sxeVwfIYkAn8yjTNYw1zNyIi0tgoZIqIiIiIiEi90TuZIiIiIiIiUm8UMkVERERERKTeKGSKiIiIiIhIvfk/SVkVRyV11zEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 340,
       "width": 460
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pymoo.factory import get_visualization\n",
    "\n",
    "pf = problem.pareto_front(ref_dirs)\n",
    "\n",
    "sc = get_visualization(\"scatter\", legend=False, angle=(45, 30))\n",
    "sc.add(pf, plot_type='surface', alpha=0.2, label=\"PF\", color=\"blue\")\n",
    "sc.add(res.F, color=\"red\")\n",
    "sc.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## API"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "raw_mimetype": "text/restructuredtext"
   },
   "source": [
    ".. autoclass:: pymoo.algorithms.ctaea.CTAEA\n",
    "    :noindex:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Python implementation by [cyrilpic](https://github.com/cyrilpic) based on the [original C code](https://cola-laboratory.github.io/docs/publications/)."
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Raw Cell Format",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
